SystemCompliance & Ethics

The complete guide · November 2026

Speaker program compliance, explained.

Drug and device companies pay doctors to present approved slides to other doctors, usually over dinner. Done well, a speaker program teaches something. Done badly, the fee and the steak become a reward for prescribing, which federal law treats as a kickback. Speaker program compliance is the work of telling the two apart, event by event, and keeping the proof.

This guide is for anyone who runs, audits, investigates or pays for speaker programs: commercial compliance teams, speaker bureau managers, live monitors, investigators, and the leaders deciding whether to automate the checking. No background needed.

See one case, screen by screen →
Watch with transcript →
A quick example · fictional

Imagine you are the speaker program monitoring lead at a mid-size drug company, looking after seven sales territories. It is Wednesday morning, October 7, 2026. Last night a cardiologist, Dr. Neil Brandt, spoke about your heart failure drug in a private room at Bricktown Chophouse in Oklahoma City. The request you approved in September looked ordinary: 10 people expected, $86 a head, no alcohol.

At 7:52 a.m. the sign-in sheet and the invoice are scanned in. The invoice comes to $1,380. The sheet has 15 names.

The request in September
Expected
10 RSVPs
Who
All invited doctors
Meal
$86 a head
The sheet and invoice this morning
Signed in
15, four unexpected doctors
No provider ID
Practice manager, "guest"
Meal
$92 a head, on 15 people
Looked ordinaryFive repeat attendeesdoctors who have come to this topic two or more times in 12 months, one of them another paid speaker on the same drug.

The $92 sits under your $95 limit only because 15 people share the bill. On the 10 who were invited it would be $138. Dr. Brandt speaks at the same restaurant again in two weeks.

Careful monitoring catches this the morning after, in time to send someone to the next dinner without warning.

Speaker program compliance guide
Part A · Understand it

HCP speaker programs and the Anti-Kickback Statute: the work, the rules and the money in 2026

What a speaker program is, why regulators distrust it, what the OIG's list says, what companies pay, what settlements show and how teams check programs today, explained without selling anything. If you are new to commercial compliance, start here.

01 · In plain words

What a speaker program is, and why a dinner needs a compliance team

A drug company wants doctors to hear about its medicine from someone they respect. So it hires a doctor who knows the disease, trains that doctor on a set of approved slides, and pays a fee each time the doctor presents them to colleagues. The company invites the audience, and it often feeds them. People in the industry call this a speaker program, and the group of doctors a company hires is its speaker bureau.

Picture one such evening. A sales representative books a private room at a restaurant. Ten local doctors say they will come. A cardiologist gives a 40-minute talk over dinner, and the company pays the restaurant and the cardiologist. Everyone signs a sheet of paper at the door. A few weeks later someone in the company files that sheet and the invoice.

Each part of that evening can be proper. It can also be something else. The fee can be how a company thanks its best prescriber. The dinner can be a free meal for the same six friends, month after month, on a talk they have heard before. Federal law treats anything of value given to win prescriptions paid for by Medicare or Medicaid as a possible kickback, and that law covers doctors as well as companies.

So someone has to check. Before the event they ask whether the talk is needed, and whether the venue, the speaker and the guest list make sense. After it they ask who actually came, what was served and what it cost. That checking is speaker program compliance, and this guide explains how it is done, where it fails, and what software can and cannot take over.

From a nomination to a signed report: a speaker program in five steps

  1. Plan and nominateThe company decides which topics need programs and hires speakers, on stated criteria and a set fee.
  2. Request and approveA rep requests an event: speaker, venue, invitees, estimated meal. Compliance or the bureau approves it.
  3. The eventThe talk, the meal and the sign-in sheet. A monitor may attend, ideally without warning.
  4. Read what really happenedThe sheet and the invoice are compared with the request. This guide is about this step and the audit choices that follow from it.
  5. Decide and keep the recordA monitor clears, changes or refers. Payments go into the yearly federal report, and the file stays.

Step 4 is where most of the evidence first appears. The people and venues in this guide's example are fictional.

Nine suspect characteristics, a payment total back at its old level, and two more surprises in speaker compliance

The OIG's list has nine items

The Office of Inspector General (OIG) at the Department of Health and Human Services warned about these programs in a 2020 Special Fraud Alert. It lists nine "suspect characteristics" and calls the list "illustrative, not exhaustive". No single item decides a case. People in this work say "red flags"; the alert never uses those words.1,2

The money has come back

Payments in the speaker category of Open Payments, the federal record of what makers pay clinicians, fell by more than half in 2020 and reached $751.9 million in 2025, level with 2019. That is our own tally of data from CMS (the Centers for Medicare & Medicaid Services); section 6 prints the method.3

No federal law sets a meal cap

The OIG says "modest value" and the drug industry's PhRMA Code says modest "as judged by local standards". Dollar limits are each company's own. One settled case shows a limit of $125 a person.1,4,5

A bigger sheet can hide a bigger meal

Per-head cost is the bill divided by the names on the sheet. Add names and the number falls. One company admitted adding people who never came to its expense reports, for advisory retreats and dinners.6,7

HCP, honorarium, fair market value, NPI

HCP

Health care professional: a doctor, nurse practitioner or anyone else who can prescribe or influence a prescription.

Honorarium

The fee a speaker receives for giving the talk. It is the payment regulators watch most closely.

Fair market value

What the service is worth on the open market, with no credit for the prescriptions the person writes.

NPI

National Provider Identifier: the ten-digit number US health care providers hold, and the cleanest way to know who signed a sheet.

Fourteen terms are defined in the one-page summary.

02 · The kickback law

How the Anti-Kickback Statute turns a steak dinner into a federal question

In shortThe statute makes it a felony to knowingly and willfully offer, pay, ask for or take anything of value to induce or reward business that federal health programs pay for. A meal counts as value. The speaker, the attendee and the company can each be exposed, and one purpose to win business can be enough.

The Anti-Kickback Statute, 42 U.S.C. 1320a-7b(b), has two halves. One covers whoever solicits or receives remuneration, and the other covers whoever offers or pays it.8 "Remuneration" is the law's word for anything of value, cash or in kind, direct or indirect. The maximum is $100,000 and 10 years in prison, or both.8 A person need not know of this statute or specifically intend to break it.8

The kickback statute reaches both sides of the dinner table

Which half of the statute applies to whom, by our reading

NoYes
Offers or paysSolicits or receivesCompany paying for the programYesNoSales representative arranging itYesNoClinician paid to speakNoYesClinician who attends and eatsNoYes

Our reading of the sources 8,1 · The alert names companies, paid speakers and attendees who receive remuneration. It does not list employees separately; the statute says "whoever".

Show the numbers
Offers or paysSolicits or receives
Company paying for the programYesNo
Sales representative arranging itYesNo
Clinician paid to speakNoYes
Clinician who attends and eatsNoYes

Intent is still what the case turns on, and intent is hard to see. That is why the OIG writes that intent "may be evidenced by the speaker program's characteristics and the actual conduct of the parties".1 A compliance file is therefore a record of conduct: who was chosen, who came, what they ate. The OIG's 2003 guidance for drug makers says these arrangements raise the statute "if any one purpose" is to generate business.9

Two other consequences make the exposure large. A claim that includes items "resulting from" a violation counts as a false claim under the False Claims Act,8 the federal law against knowingly making false claims for government money.10 Penalties per claim run $14,308 to $28,619, the range set July 3, 2025, plus three times the damages.11 A conviction also brings mandatory exclusion from federal health programs, which for a drug maker would mean losing Medicare and Medicaid as customers.1

The False Claims Act fight over "resulting from", as of November 2026

Courts disagree on how direct the link must be. In February 2025 the First Circuit, in Regeneron, joined the Sixth and Eighth Circuits in requiring but-for causation for that "resulting from" route: the kickback must be the cause without which the claim would not have been submitted. The Third Circuit asks only for a link. A separate route, false certification, remains available without that proof.12 This narrows one civil route. It leaves the criminal statute untouched, since an offer alone can break it.8

Whistleblower suits, which lawyers call qui tam suits,10 also survived a challenge. On September 1, 2026, the Eleventh Circuit vacated the Florida ruling that they break the Appointments Clause, the Constitution's rule on how officers of the United States are appointed, and sent the other constitutional questions back to the trial court.13 In fiscal 2025 whistleblowers filed 1,297 suits, up from 980 the year before, and False Claims Act recoveries passed $6.8 billion, over $5.7 billion of it from health care.10

03 · Why the OIG is skeptical

Why the OIG doubts the educational value of company-paid speaker programs

In shortThe OIG says it "is skeptical about the educational value" of these programs, because doctors can get the same facts from the label and journals for free. Published studies link industry payments to more prescribing of the paying company's drug. They are observational, so they show association.

The Special Fraud Alert of November 16, 2020 is the document everyone in this field works from. Its argument has two steps. First, investigations found generous pay for talks "offered under circumstances that are not conducive to learning" or to audiences with "no legitimate reason to attend". Second, the same information is available from package inserts, independent conferences and journals, with no money changing hands, which "further suggests that at least one purpose of remuneration" is often to induce or reward referrals.1

The industry's answer, quoted in the alert itself, is that speakers help educate colleagues about benefits, risks and appropriate uses.1 The alert leaves room for that view: lawfulness "depends on the facts and circumstances and intent of the parties", and it says it does not aim to discourage meaningful training.1 Still, it asks companies to "assess the need for in-person programs" and consider less risky ways to convey the information.1

Nearly nine in ten published analyses link payments to prescribing
89 of 101

analyses in a systematic review found a positive link between industry payments and prescribing. None of the 36 studies found only null results. Rounded to 88 in 100.

Source 14 · Observational; 21 of 36 studies at serious risk of bias.

Show the numbers
MeasureValue
analyses in a systematic review found a positive link between industry payments and prescribing. None of the 36 studies found only null results. Rounded to 88 in 100.88 of 100
Speaker and consulting fees tracked more prescribing than meals did

Additional days of marketed non-insulin diabetes drugs filled per payment, by region, 2013–2014

Speaker and consulting fees484
Food, drink or education110

Source 15 · Regional, cross-sectional. The authors say it cannot prove causation.

Show the numbers
ItemValue
Speaker and consulting fees484
Food, drink or education110

Read these studies for what they are. They show that doctors who receive money prescribe more of the payer's drug, and bigger payments go with bigger effects in 25 studies that looked.14 They cannot show the payment caused the prescribing, since a company may pay the doctors already using its drug. For a compliance team that distinction changes little: the selection itself is what the alert warns about.1

04 · The nine characteristics

The OIG's nine suspect characteristics, and what a monitor can see before and after

In shortThe alert lists nine characteristics that, alone or together, may point to an unlawful program. Five can be checked from records or the request before the event, one needs a person in the room, and three are confirmed only on the sign-in sheet and invoice. That is why approving the request is half the job.

#What the alert describesA plain exampleWhere you see it
1Little or no substantive information is presentedTen minutes of slides, two hours of dinnerA live or virtual audit
2Alcohol is available, or a meal exceeds modest valueA wine pairing; $184 of wine on the billRequest, then invoice
3A location not conducive to education, such as restaurants, entertainment or sports venuesA steakhouse, a country club, a stadium suiteRequest
4Many programs on the same or nearly the same topic, especially with no recent change in informationOne deck run hundreds of times a yearProgram records
5A long stretch with no new medical or scientific information or newly approved indicationA label (the package insert) unchanged for 19 monthsLabel history
6HCPs attend the same topic more than once, as a repeat attendee or after being a speaker on itA paid speaker sits in on a colleague's identical talkInvite list, then sign-in history
7Attendees with no legitimate business reason: friends, family, the speaker's own practice, staff of a facility the speaker directsA "guest" with no NPI; the speaker's spouseSign-in sheet
8Sales or marketing influence speaker selection, or people are chosen for past or expected revenue, such as a return-on-investment (ROI) analysisA nomination that calls a doctor a "top-decile writer"Nomination, territory plan
9Speakers paid above fair market value, or in a way that reflects past or future businessA fee that rises with prescriptionsSpeaker agreement, payment records

Wording shortened from pages 5 and 6 of the alert.1 The numbers are ours for reference; the alert's bullets are unnumbered, and the examples are invented for this guide. The alert also says the presence or absence of any one factor "is not determinative".

Attendance and invoice flags show up only after the event

Which record first shows each characteristic, by our reading of the alert

NoPartlyYes
RequestRecords and plansSign-in sheetInvoiceLive auditThin contentNoNoNoNoYesAlcohol or costly mealPartlyNoNoYesYesUnsuitable venueYesNoNoPartlyYesMany programs on a topicNoYesNoNoNoNo new informationNoYesNoNoNoRepeat attendeesPartlyYesYesNoPartlyNo business reason to attendPartlyNoYesNoYesSales-led or revenue-led choiceNoYesNoNoNoPay above fair market valueNoYesNoNoNo

Our reading of the sources 1

Show the numbers
RequestRecords and plansSign-in sheetInvoiceLive audit
Thin contentNoNoNoNoYes
Alcohol or costly mealPartlyNoNoYesYes
Unsuitable venueYesNoNoPartlyYes
Many programs on a topicNoYesNoNoNo
No new informationNoYesNoNoNo
Repeat attendeesPartlyYesYesNoPartly
No business reason to attendPartlyNoYesNoYes
Sales-led or revenue-led choiceNoYesNoNoNo
Pay above fair market valueNoYesNoNoNo

What an eight-column score of the OIG's nine characteristics gives up

A score can run on eight factors by folding "little or no substantive information" and "no new medical or scientific information" into one column.1 That is a fair working grouping, with a cost: a program can carry fresh information and still present none of it in the room, and only someone watching would know. If your team scores eight, keep the live audit checking content against the approved deck.

05 · Rules and their dates

OIG, PhRMA Code, AdvaMed and integrity agreements: who says what about speaker programs

In shortThe statute is the only law here. The OIG's alert explains how it sees risk. The PhRMA Code, from the Pharmaceutical Research and Manufacturers of America, is a voluntary standard that companies certify to. A corporate integrity agreement (CIA) is a multi-year compliance contract with the OIG, and it binds only the company that signed it. They differ in useful ways, most of all on restaurants.

Speaker program guidance has tightened since 2020, with no new OIG pharma guide
  1. May 2003OIG pharma guidance

    Voluntary. Names meals and benefits tied to marketing presentations, and asks for monitoring of the sales force.

  2. Jun 2020Novartis integrity agreement

    No restaurants, no alcohol, outside speakers virtual only for 18 months after an approval.

  3. Nov 2020OIG Special Fraud Alert

    Nine characteristics. "Skeptical about the educational value."

  4. Jan 2022PhRMA Code revision

    No alcohol, no high-end restaurants, repeat attendance generally not appropriate.

  5. Jun 2023AdvaMed Code restated

    The device industry's code. Its posted answer on alcohol sets conditions and suggests controls, with no ban.

  6. Nov 2023OIG general guidance

    General Compliance Program Guidance. Pharma's own document stays 2003.

  7. Aug 2026Veloxis integrity agreement

    Live audits of 35 programs or 10%, whichever is larger, each year.

Source 1,4,16,9,17,18,19

Show the numbers
WhenWhat
May 2003OIG pharma guidance
Jun 2020Novartis integrity agreement
Nov 2020OIG Special Fraud Alert
Jan 2022PhRMA Code revision
Jun 2023AdvaMed Code restated
Nov 2023OIG general guidance
Aug 2026Veloxis integrity agreement
PointOIG alert, 2020PhRMA Code, 2022Novartis CIA, 2020Veloxis CIA, 2026
RestaurantsNamed as not conduciveNo high-end ones. A private room in a local restaurant "may be conducive" (Q13)BarredSpeaker section is silent
AlcoholSuspect, more so when freeCompanies "should not pay for or provide"May not be served or boughtSpeaker section is silent
Meal"Modest value"Modest by local standards, incidentalExternal programs are virtualSpending tracked centrally
Repeat attendanceSuspectGenerally not appropriate without a real educational needNo gatherings outside an HCP's own officeComprehensive attendee list required
Speaker choiceSales influence is suspectDefined criteria, never past or future revenueField sales may not nominateCompliance reviews a yearly plan and need
PayAbove fair market value is suspectFair market value, plus a yearly cap per speaker$100,000 per product or indication; $10,000 per speakerPre-set rates from an independent analysis
Live checkingNot addressed"Periodically monitor" against FDA communication rules; a company representative presentFour audits per new product or indication35 or 10%, risk-based or random

Sources: alert,1 PhRMA Code section 7 and question 13,4 Novartis CIA sections III.B and III.L,18 Veloxis CIA section III.L.19

OIG, PhRMA, AdvaMed, Novartis: four status points to get right in November 2026

OIG has not replaced its pharma guidance

Its compliance page shows new documents for nursing facilities and Medicare Advantage, and the General Compliance Program Guidance of November 6, 2023. The drug-maker document remains the one from May 5, 2003.17

The PhRMA Code is voluntary

Companies that commit to it certify each year, signed by the chief executive and the chief compliance officer.4

The AdvaMed Code treats alcohol differently

Effective June 1, 2023, it is the device industry's standard. Its posted answer of March 15, 2022 says decisions to provide modest refreshments, "including alcohol", must meet Section VII of the Code, and that companies "may consider adopting controls" such as drink limits, beer and wine only, or no alcohol at certain events. Section VII also names a restaurant as one possible setting for a meal.16

Novartis's agreement is closed

OIG lists it as effective from June 30, 2020 to April 3, 2026.20 Its terms remain a useful picture of what regulators reach for after a bad case.

Several states add their own limits. Vermont, for one, bars most gifts from manufacturers to health care providers, food included, with narrow exceptions, at up to $10,000 per violation.21 Check each state where you hold programs.

06 · What companies pay speakers

Speaker payments in Open Payments: $751.9 million in 2025, back at the level before the alert

In shortOur tally of federal data shows speaker-category payments halved in the pandemic year and have climbed every year since. In 2025 the category held 249,154 payments. Most clinicians receive little. A few thousand receive $50,000 or more from all companies combined.

$751.9M

paid in 2025 in Open Payments' speaker category, to all recipients. It was $751.7 million in 2019.3

Our tally of CMS data
26,716

physicians and other practitioners received these payments in 2025, with a median of $6,548 each.22

Our tally of CMS data
$2,657

mean size of one payment to those individuals in 2025, about nine payments a person.22

Our tally of CMS data
Speaker payments fell by more than half in 2020, then climbed back to the 2019 level

Compensation for services other than consulting, including serving as faculty or as a speaker outside continuing education, all recipients

$751.7M2019
$333.5M2020
$456.1M2021
$552.1M2022
$604.6M2023
$706M2024
$751.9M2025

Source 3 · Our own tally of CMS data. CMS does not state this figure. The method is printed below the chart.

Show the numbers
PeriodValue
2019$751.7M
2020$333.5M
2021$456.1M
2022$552.1M
2023$604.6M
2024$706M
2025$751.9M

How we counted. For each program year we added up the total amount of every row coded 2, the category named above, in CMS's "payments grouped by reporting entities and nature of payments" dataset, as published June 30, 2026 and read November 3, 2026, with all recipient types together.3 Dollars are those of each year, with no inflation adjustment. The category can hold other services besides speaking, so it is a ceiling on speaker fees. Non-physician practitioners count from 2021.23

One caution on "level with 2019". Three physician records that year hold $97.7 million from one or two payments each ($16.7 million, $31.0 million and $49.9 million), which look unlike talk fees. Without them 2019 is about $654 million, and 2025 sits above it.22

The OIG used this same category for its "nearly $2 billion" across 2017, 2018 and 2019.1 So the alert's own yardstick is back where it started. Inside that total the mix shifted: teaching hospitals went from $40.7 million to $111.3 million, and individuals received $640.6 million in 2025 against $711.0 million in 2019, or about $613 million with those three records set aside.3,22 The pandemic likely explains 2020: the alert itself noted that in-person activity had been curtailed.1

Most paid clinicians earn under $10,000, and 3,429 pass $50,000

People by total speaker-category pay in 2025, from all companies combined

Under $1,0005,467 people
$1,000–$9,99910,027 people
$10,000–$24,9994,912 people
$25,000–$49,9992,881 people
$50,000–$99,9991,992 people
$100,000–$249,9991,170 people
$250,000 and up267 people

Source 22 · Our tally. Physicians and non-physician practitioners only.

Show the numbers
ItemValue
Under $1,0005,467 people
$1,000–$9,99910,027 people
$10,000–$24,9994,912 people
$25,000–$49,9992,881 people
$50,000–$99,9991,992 people
$100,000–$249,9991,170 people
$250,000 and up267 people
The 13% of clinicians above $50,000 took about 65% of the dollars
Under $10,000$10,000–$49,999$50,000–$99,999$100,000–$249,999$250,000 and up
Share of people, %58%29%
Share of dollars, %28.1%21.7%27.1%16.1%

Source 22 · Our tally, 2025. Rounded.

Show the numbers
Under $10,000$10,000–$49,999$50,000–$99,999$100,000–$249,999$250,000 and up
Share of people, %58%29%7.5%4.4%1%
Share of dollars, %7%28.1%21.7%27.1%16.1%

The per-person numbers add up across all companies a clinician speaks for, while a company's yearly cap applies only to its own payments; PhRMA asks each company to set its cap "individually and independently".4 So a doctor can sit below every company's limit and still draw a large total. Open Payments data is public, and journalists and plaintiffs read it the same way you can. Our tally names nobody and uses the aggregate only.

Meals also rose, passing $443 million across all settings in 2025

Food and beverage against the speaker category, millions of dollars

Speaker category ($M)Food and beverage, all settings ($M)
0200400600800752443
2019202020212022202320242025

Source 3 · Our tally. Food and beverage covers every kind of meal a company reports, far beyond speaker programs.

Show the numbers
Speaker category ($M)Food and beverage, all settings ($M)
2019752247
2020334116
2021456251
2022552324
2023605379
2024706415
2025752443

How a shared speaker dinner lands in Open Payments

Speaker fees go in their own category of the yearly report.24 A shared meal follows a special rule: divide the cost by everyone who ate, office staff included, and report the result only for the people who ate and are covered by the program, such as physicians.24 Items under $13.82 are excluded in 2026 unless a person's total for the year passes $138.13.25

A company that fails to report accurately faces $1,000 to $10,000 per item, capped at $150,000 a year before annual adjustment, and more if the failure is knowing.26 Reports come once a year, so nothing forces a quick look at one dinner.

07 · What settlements show

From Novartis to Takeda: what speaker program settlements reveal about how programs fail

In shortSettlements on speaker programs run from a few million dollars to $900 million, and they arrive years after the conduct. The same patterns repeat in the government's own words. Tying speaker choice to sales or prescribing appears in all six we compared.

Eight speaker program settlements range from $3.6 million to $900 million
Biogen, 2022$900M
Novartis, 2020$678M
Gilead, 2025$202M
Pfizer for Biohaven, 2025$59.7M
Salix, 2016$54M
Takeda, 2026$13.7M
Medtronic, 2020$9.2M
Assertio, 2025$3.6M

Source 27,28,29,5,30,31,32,33,34 · Novartis and Gilead made admissions. Biogen, Biohaven and Takeda denied the allegations, and Medtronic admitted no liability. The sources we read state neither for Salix or Assertio. Not a complete list.

Show the numbers
ItemValue
Biogen, 2022$900M
Novartis, 2020$678M
Gilead, 2025$202M
Pfizer for Biohaven, 2025$59.7M
Salix, 2016$54M
Takeda, 2026$13.7M
Medtronic, 2020$9.2M
Assertio, 2025$3.6M
CaseWhen the conduct ranWho brought itWhat stands out
Novartis, July 20202002 to 2011A sales representativeReps had prescribing data for choosing speakers. Doctors dined together in "thousands of instances". Monitoring reached few programs and reps got advance notice. Admitted.27
Biogen, September 20222009 to 2014A sales representative, without the government interveningComplaint alleged social events padded with people who had no reason to attend, and about 200 clinicians paid for a training weekend who never presented. Denied.31,32
Gilead, April 20252011 to 2017A physicianAdmitted paying high prescribers hundreds of thousands of dollars and holding programs at luxury restaurants. Alleged: food and drink booked as "room fees", speakers attending each other's programs, and monitors not noting problems.28,35,29
Pfizer for Biohaven, January 2025March 2020 to September 2022A sales representativeComplaint: over 1,200 programs in part of 2020, repeat attendees, friends, family and speakers' own staff. Conduct ran past the 2020 alert. Denied.30
Takeda, May 2026January 2014 to October 2020Not stated in what we readMeals over the company's own $125 limit, the same doctors "often within six months", speakers attending after speaking. Denied. The company got cooperation credit and voluntarily ended the program.5
Assertio, May 20252013 to 2017Two sales representativesSpeaking roles alleged to go to high-volume prescribers, with no screening for expertise, at pay above fair market value.29
Speaker choice tied to sales or prescribing appears in all six cases

What each source says the government alleged or the company admitted

Not stated in what we readStated
Costly venueAlcohol or costly mealRepeat attendanceGuestsSpeaker choice tied to sales or prescribingVery high or above-market payNovartisStatedStatedStatedStatedStatedNot stated in what we readBiogenStatedStatedNot stated in what we readStatedStatedNot stated in what we readGileadStatedStatedStatedNot stated in what we readStatedStatedPfizer for BiohavenStatedStatedStatedStatedStatedStatedTakedaStatedStatedStatedNot stated in what we readStatedNot stated in what we readAssertioNot stated in what we readNot stated in what we readNot stated in what we readNot stated in what we readStatedStated

Our reading of the sources 27,28,29,5,30,31 · Blue cells are not findings of fact in every case. See the table above for who admitted what.

Show the numbers
Costly venueAlcohol or costly mealRepeat attendanceGuestsSpeaker choice tied to sales or prescribingVery high or above-market pay
NovartisStatedStatedStatedStatedStatedNot stated in what we read
BiogenStatedStatedNot stated in what we readStatedStatedNot stated in what we read
GileadStatedStatedStatedNot stated in what we readStatedStated
Pfizer for BiohavenStatedStatedStatedStatedStatedStated
TakedaStatedStatedStatedNot stated in what we readStatedNot stated in what we read
AssertioNot stated in what we readNot stated in what we readNot stated in what we readNot stated in what we readStatedStated

How monitoring fell short in the government's telling: advance notice, unnoted meals, a withheld ownership stake

Three details matter for anyone designing a check. At Novartis, audits were announced to reps in advance.27 At Gilead, monitors allegedly did not note meal limits being exceeded or unsuitable venues, so a monitoring program existed and still failed.29 And at Medtronic, which held more than 130 events at a restaurant owned by a neurosurgeon, sales staff allegedly withheld that ownership from compliance. Medtronic paid over $9.2 million and admitted no liability.33

Many of these cases began with an insider. Sales representatives filed at Novartis, Biogen, Biohaven and Assertio, and a physician at Gilead.27,31,30,29,28 Time works against you too: the Gilead conduct ended in 2017 and settled in 2025. What you keep today is what you will have to show in the next decade. A law firm note from August 2026 says the Department of Justice (DOJ) has made clear that drug makers remain a top False Claims Act priority.2

08 · The arithmetic of one program

Reconciling a speaker program: per-head cost, attendance counts, NPI checks and pay against the cap

In shortFour small calculations do most of the work of reconciling a program, meaning comparing its sheet and invoice with its request. Divide the bill by the people who really ate. Sort the names on the sheet. Check each NPI. Add the fee to the speaker's total. Here they are on this guide's fictional dinner.

Why a $92 meal per head can really be a $138 meal

The invoice for the example dinner has two lines: dinner for 15 at $980, and a room fee with service and tax at $400. The total is $1,380. Divide by the 15 people on the sheet and you get $92, under the company's $95 limit. Now ask who really ate. Six names on the sheet were not on the RSVP list. If some of them were not at the table, the real figure climbs. On the 10 people invited it is $138.

The room fee deserves its own look. A $400 "room fee, service and tax" on a $980 dinner is 41% on top. Real cases show why that matters. The Gilead settlement carried an allegation that food and drink were booked as room fees to dodge per-person limits.28 Veloxis admitted adding clinicians who never attended to expense reports to lower the per-person figure, at advisory retreats and dinners.6,7 Federal reporting uses the same division: by everyone who ate.24

The same $1,380 bill reads $92 or $138, depending on who you count

Cost per head on the fictional invoice, against the company's $95 limit

Bill ÷ 15 names on the sheet$92
Company limit$95
Bill ÷ 10 RSVPs$138

Fictional example from this guide

Show the numbers
ItemValue
Bill ÷ 15 names on the sheet$92
Company limit$95
Bill ÷ 10 RSVPs$138

Sorting 15 signatures into the people you expected

The sheet in the example has 15 rows against 10 RSVPs. One invited doctor did not come, leaving 9. Four doctors walked in without an invitation, and one of them is another paid speaker on the same drug. Two people signed with no NPI: a practice manager and a "guest". Five of the 13 doctors have come to this topic two or more times in 12 months.

Eight of 15 names are the expected first-time audience
Signed the sheet15 people
With an NPI13 people
Also on the RSVP list9 people
Also not a repeat attendee8 people

Fictional example from this guide

Show the numbers
StageCount
Signed the sheet15 people
With an NPI13 people
Also on the RSVP list9 people
Also not a repeat attendee8 people

A short sheet deserves the same care as a long one. At Insys, the opioid maker whose founder was sentenced to 66 months after a 2019 jury verdict,36 prosecutors alleged that "often no one showed up for the lectures".37 A former rep told PBS Frontline that signatures of other doctors were forged for one dinner; the doctor involved denied any impropriety.38 A sheet that exactly matches its RSVP list can be the suspicious one.

Testing an NPI on the sheet with the Luhn check digit

Every NPI is nine digits plus a check digit, computed with the Luhn formula, the same method payment cards use.39

CMS's worked example turns 123456789 into the valid NPI 1234567893
  1. 1Start

    The nine digits: 123456789.

  2. 2Double and add

    Double every other digit starting from the right, then add all the resulting digits. That gives 43.

  3. 3Add the constant

    Add 24, making 67.

  4. 4Reach the next ten

    The check digit is whatever reaches the next multiple of ten, which is 3.

  5. 5The full number

    1234567893.

Source 39

Show the numbers
StepWhat happensWhoTime
StartThe nine digits: 123456789.
Double and addDouble every other digit starting from the right, then add all the resulting digits. That gives 43.
Add the constantAdd 24, making 67.
Reach the next tenThe check digit is whatever reaches the next multiple of ten, which is 3.
The full number1234567893.

This helps a lot with handwriting. A single misread digit always breaks the check, so a software reader or a person can flag the row at once. The check proves only that a number is well formed. To learn whose number it is, look it up in the public NPI Registry and compare the name and state. Treat a blank as a finding, and never fill it in with a guess.

Fee, count and cap: adding one more talk to a speaker's year

In the example, Dr. Brandt earns $2,600 a program and has given 12 this year, which is $31,200, or 62% of the company's fictional $50,000 yearly cap. With programs already booked he reaches 73%. PhRMA asks for a yearly cap per speaker and a policy on how many engagements any one speaker should have, and it leaves the figures to each company.4 The 2026 Veloxis agreement requires a centrally managed rate structure from an independent fair-market-value analysis and tracking of total pay to each speaker.19

09 · Where programs go wrong

Seven common speaker program failures, from padded sign-in sheets to speakers taking turns

In shortMost failures come from ordinary incentives: a rep with a budget to spend, a doctor who likes the dinner, a monitor who sees one event in many. None needs a villain, and each leaves a trace in the records if somebody reads them together.

FailureWhy it happensWhere the trace isSeen in
Speakers taking turnsPaid speakers are often the keenest prescribers, and friends. They sit in on each other's identical talksSign-in sheets joined to the speaker listGilead, Takeda28,5
The same regularsReps invite doctors they know, and attendance targets reward a full roomAttendance history by person and topic over 12 monthsNovartis, Takeda27,5
Guests and staffA spouse comes to dinner, or the speaker's office manager fills a seatNames with no NPI or a shared surname, and handwritten notesNovartis, Biohaven27,30
Hidden costsA rep must stay under the limit, so costs move to another line or personRoom fees out of proportion, expense reports, odd headcountsGilead, Novartis; also Veloxis, at advisory dinners28,27,6
Sales choosing speakersReps know who prescribes, and their pay depends on itWords like "writer" and "ROI" in nominations and plansNovartis, Assertio, Biogen27,29,31
Talks past their needA budget exists, so the program runs, on a deck long since heardPrograms per deck against the date of the last label changeNamed in the alert1
Monitoring that warnsA monitor must get a seat, so the rep hears of it in advanceAudit notices, and clean scores on audited nights onlyNovartis27
Repeat attendance and guests are common and readable; content needs a person in the room
How often the cases we read name it →
Named often, hard to read from records
Named often, readable from records
Rarer, hard to read
Rarer, readable
Repeat attendanceSales-led selectionCostly venueThin contentGuestsHidden meal costsOff-label talk
How easily records alone show it →

Our reading of the sources 1,27,28 · Our judgment. Positions are approximate, for choosing where to look first. Off-label talk, meaning uses outside the approved label, comes from the speaker agreement and live audit, and is outside the alert's list.

Show the numbers
ItemHow easily records alone show it (0–1)How often the cases we read name it (0–1)
Repeat attendance0.720.72
Sales-led selection0.600.78
Costly venue0.750.62
Thin content0.150.55
Guests0.620.48
Hidden meal costs0.280.38
Off-label talk0.140.22

The territory plan, a rep's written plan for a sales region, can be the most direct evidence of all. The alert treats selecting people by "past or expected revenue", including an ROI analysis, as a suspect characteristic.1 Novartis admitted that it measured attendee ROI by new prescriptions.27 A plan or nomination with that language should not be approved, and it will still exist years later if someone ever asks.

10 · Live and unannounced audits

How many speaker programs to monitor live: the 10% yardstick, risk-based picks and no advance notice

In shortNo regulation sets a monitoring rate for everyone. We found no published figure for what share of programs companies watch. The best public yardstick is an integrity agreement: 35 programs or 10% a year, whichever is larger, chosen by risk or at random.

A 2026 integrity agreement asks for live audits of one program in ten
10 in 100

programs a year, or 35 if that is larger, under the Veloxis agreement. It binds only that company.

Source 19

Show the numbers
MeasureValue
programs a year, or 35 if that is larger, under the Veloxis agreement. It binds only that company.10 of 100
The 10% rule reaches 380 live audits at 3,800 programs a year

Audits a year at the Veloxis yardstick, by program count

200 programs35 audits
500 programs50 audits
1,500 programs150 audits
3,800 programs380 audits

Our reading of the sources 19 · Our arithmetic on the agreement's formula.

Show the numbers
ItemValue
200 programs35 audits
500 programs50 audits
1,500 programs150 audits
3,800 programs380 audits

Agreements differ. The 2020 Novartis agreement set only four audits per new product or indication, because outside speaker programs were cut back so far.18 Earlier agreements required live audits of up to 125 programs, a law firm's review found.27

The Veloxis text says what a monitor reviews: slides and other materials, speaker statements, and what the sales representative does during the program.19 Those three things cannot be read from an invoice, so records review does not replace a person in the room. The Veloxis case itself concerned meals, retreats and consulting fees, and its agreement sets speaker program rules for the five-year term.19,7

Why the monitor must arrive unannounced

The government faulted Novartis for telling reps about audits ahead of time.27 The law firm Skadden's advice after the Gilead settlement names unannounced live monitoring and randomized audits of program documents.28 PhRMA separately expects a company representative to be physically present at programs, so the rep is in the room either way; what they should not have is a warning.4 Keeping a calendar from the people it watches takes system design: who can see an audit, and who books the extra seat.

Random picks, aimed picks, and what each one gives you

The agreement allows "either a risk-based targeting approach or a random sampling approach".19 Each does a different job. Aimed audits should find more problems per visit, if the ranking works. Random audits give an honest rate of failure, which aimed audits cannot, since they look only where trouble is expected. Random ones also keep reps from guessing the logic. A plan can run both.

Aiming the same 380 audits could triple what they find, if your ranking works
Picked at randomPicked by a working risk ranking
380 audits at 3,800 programs19 problem programs found57 problem programs found

Illustrative · replace with your own numbers · Assumes 5% of programs have a serious problem, and that the top-ranked 10% hold them at three times that rate. Both rates are assumptions. Test your own ranking against a random sample before you trust it.

Show the numbers
Picked at randomPicked by a working risk ranking
380 audits at 3,800 programs19 problem programs found57 problem programs found
11 · Formats and venues

Restaurant, hotel, office or webcast: how format changes speaker program risk

In shortThe format sets the risk before anyone sits down. A virtual program has no meal and no venue, and an office talk has a modest one. A restaurant is where the alert's concerns gather, though the industry code still allows some. Companies should write down where they draw the line.

Moving a program from a restaurant to a webcast removes the meal and venue risk
Risk under the alert's venue and meal items →
High risk, hard to verify
High risk, easy to verify
Lower risk, hard to verify
Lower risk, easy to verify
Wine bar or country clubRestaurant, private roomHotel meeting roomHospital or officeWebcast with login
How much a monitor can verify from records alone →

Our reading of the sources 1,4,18 · Our judgment. A webcast's login log shows who connected, though not who paid attention, and speaker pay risk remains.

Show the numbers
ItemHow much a monitor can verify from records alone (0–1)Risk under the alert's venue and meal items (0–1)
Wine bar or country club0.300.78
Restaurant, private room0.420.62
Hotel meeting room0.500.36
Hospital or office0.620.20
Webcast with login0.780.12

The alert's list names restaurants and "entertainment or sports venues", with examples elsewhere including wineries, stadiums, fishing trips and golf clubs.1 PhRMA bars luxury resorts, high-end restaurants and recreational venues, and says a private room in a local restaurant may suit a talk if the meal is modest.4 Novartis agreed to no restaurants at all.18 One useful test comes from the Code: the venue should not be "the main attraction of the event or perceived as such".4

The speaker program needs assessment: a written answer for each brand, each year

Some companies have gone further and ended programs. Takeda voluntarily ended its Trintellix speaker program, which earned it credit in the settlement, and Pfizer ended Biohaven's after buying the company.5,30 The Novartis model limits outside speakers to the 18 months after a new approval.18 The alert asks every company to weigh the need against "less-risky means".1 Keep a written answer to that question for each brand, each year. The 2026 Veloxis agreement calls this an annual needs assessment and budget, with compliance approving the plan.19

12 · Software and its limits

What software can read from speaker program records, and what DOJ will ask about it

In shortSoftware can make coverage of records complete, and it can join sign-in sheets to history in a way no person has time to do. Handwriting remains hard, a score stays a guess until you test it, and judging intent stays with people. DOJ expects you to measure all of this.

~85%

accuracy of the best models on 49 real handwritten medical forms, in a 2026 preprint benchmark of 17 models.40

Preprint; one hard form type
0.31

best character error rate on those same forms, which means about three characters wrong in ten.40

Three authors work at a company in this field
6%

lowest rate of invented entries among those models, where a blank form field came back filled in.40

Measure this on your own sheets

We found no published test on speaker sign-in sheets, and those forms are simpler than the benchmark's maternity records: a name, a number, a signature. The benchmark still shows the danger. A reader that invents a value in a blank field can turn a guest with no NPI into a doctor with one. So a good design checks every NPI against its check digit and the registry, leaves blanks blank, and shows the scan beside the reading so a person can compare.

Part of the workWhat software does wellWhat stays with people
Reading sheets and invoicesReads every one the next morning, line by line, with a citationChecking low-confidence names, and calling the venue if a bill looks wrong
Attendance historyCounts same-topic visits per person across every programDeciding whether someone has a real educational need
Sales languageFinds "writer", "ROI" and "top decile" and quotes themReading the nomination as a whole, and talking to the manager
Ranking programsScores all of them and proposes audit picksChoosing audits, and attending them
The room itselfVery littleHearing what the speaker says, and watching the rep
ConclusionsDrafts facts and findingsJudging intent, referring, and signing

The regulators' questions that do and do not apply to a speaker program score

DOJ's guidance for prosecutors, updated in September 2024, is the one that applies. It asks: "What baseline of human decision-making is used to assess AI?", and how a company measures "the accuracy, precision, or recall of any data analytics models".41 Answer those for your score, with records.

The best-known pharma AI rules mostly do not govern this work.

RuleWhat it concernsWhat it means for a speaker program score
FDA's January 2025 draftAI that supports regulatory decisions on drugs42It does not govern this work
Draft EU GMP Annex 22Manufacturing. Still a draft: EudraLex Volume 4, the EU's good manufacturing practice rules, lists no Annex 22 as of November 3, 202643It does not govern this work
EU AI Act, Annex IIIAI used to monitor and evaluate workers' performance and behavior is listed as high-risk, with those rules applying from December 2, 2027 after the AI Omnibus44,45It matters if a score reaches reps employed in Europe. For US programs it is background

These records name people. A score next to a doctor's name is an allegation in waiting, so limit who sees it, write down why you hold it, and never let a score stand as a finding by itself. The alert is plain that no single factor decides anything.1

13 · How teams do it today

Checklists, samples and spreadsheets: how speaker programs are monitored now

In shortA request is approved against a checklist, a meeting vendor runs the logistics, and the sign-in sheet and invoice wait until someone pulls a quarter's sample. Attendance history lives in a spreadsheet, and live monitors go where the calendar allows. On this guide's fictional estimate below, most of the elapsed time is waiting.

From sales rep to investigator: who touches a speaker program

SR

Sales representative

Requests the program, invites the audience, attends, and files the expenses.

Cares about: a full room, without breaking a rule they half remember.
SB

Speaker bureau manager

Often with an outside vendor, books venues, speakers and invitations and pays the bills.

Cares about: hearing of a problem before invitations go out.
CM

Commercial compliance monitor

Reviews requests and records, and attends programs, live or online.

Cares about: going where something is likely to go wrong.
ML

Monitoring lead

Decides on risky programs, plans audits and signs reports.

Cares about: learning about a bad dinner while it can still change the next one.
CI

Compliance investigator

Takes referrals, usually with legal.

Cares about: the sign-in line, and proof it came from the sheet.
CC

Chief compliance officer

Owns the policy and certifies to the Code each year.

Cares about: a defensible picture across every program.
A typical speaker program passes through six hands, and its evidence arrives last
  1. 1Needs assessment

    Brand and medical teams justify the topics and numbers for the year. Compliance reviews.

    Brand · complianceYearly
  2. 2Nominate and contract

    Speakers chosen on criteria, trained, and paid a pre-set rate.

    Medical · bureauBefore launch
  3. 3Request

    Rep proposes date, speaker, venue, invitees and a meal estimate.

    Sales repWeeks before
  4. 4Approve

    Checked against a list, often by the bureau.

    Bureau · complianceDays
  5. 5Hold the program

    Talk, meal and sign-in. A rep present, and a monitor sometimes.

    Speaker · rep · monitorOne evening
  6. 6Reconcile and report

    Sheet and invoice matched to the request. Pay and meals go in the federal report.

    Bureau · compliance · spend teamWeeks later, or by sample

Our reading of the sources 4,19

Show the numbers
StepWhat happensWhoTime
Needs assessmentBrand and medical teams justify the topics and numbers for the year. Compliance reviews.Brand · complianceYearly
Nominate and contractSpeakers chosen on criteria, trained, and paid a pre-set rate.Medical · bureauBefore launch
RequestRep proposes date, speaker, venue, invitees and a meal estimate.Sales repWeeks before
ApproveChecked against a list, often by the bureau.Bureau · complianceDays
Hold the programTalk, meal and sign-in. A rep present, and a monitor sometimes.Speaker · rep · monitorOne evening
Reconcile and reportSheet and invoice matched to the request. Pay and meals go in the federal report.Bureau · compliance · spend teamWeeks later, or by sample
Waiting for the sheet to be read could take 10 of 16.5 days on one program

An estimated split for one high-risk program, from request to signed report, in days

Reviewing request, nomination and payWaiting for the sheet to be readMatching attendees and historyDrafting the reportDeciding and signing
One program1.5 days10 days2 days2 days

Illustrative · replace with your own numbers · No public benchmark exists. These are the estimates of this guide's fictional company; time your own.

Show the numbers
Reviewing request, nomination and payWaiting for the sheet to be readMatching attendees and historyDrafting the reportDeciding and signing
One program1.5 days10 days2 days2 days1 day

Spreadsheets, bureau platforms, audit firms: four ways to check speaker programs

WayWhat it looks likeWhere it strains
In-house samplingA monitor pulls a quarter's sample and reads sheets against a checklistMost sheets go unread, and a problem repeats before anyone sees it
Bureau or vendor platformThe meeting vendor keeps events, invitations and spend, with reportsGood for logistics, weaker on scans and history across vendors, and the party being checked runs the system
Outside audit firmTrained monitors attend a set number of programs, often under an agreementIndependent and costly per visit, with coverage limited by travel
Data review across programsCompliance studies attendees, venues, per-person costs and pay to high prescribers across years28Depends on clean attendance data, which depends on reading the sheets

A company on an integrity agreement must do more, and in a set form: a centralized electronic system to start and track every program, a full attendee list, sales certifications for each program, and an independent review.19,18 Those requirements are a fair template for any company, since they describe what a regulator wanted to see after something went wrong.

Part B · See it working

Botminds Speaker Program Compliance on one dinner at a fictional drug maker

Part A described the work without naming a product. This part shows how Botminds does it, for a fictional company, Cobbleford Pharma. Software agents, each with one narrow job, read and score the records, and people decide. Every person, venue, NPI, policy, score and number on these screens is sample data, including the $95 meal cap and the $50,000 speaker cap, which are that company's own sample rules and quote no regulator.

14 · One dinner, start to finish

Dr. Brandt's dinner at Bricktown Chophouse: a score of 48 becomes 76 the morning after

In shortThis is the fictional example from the top of the page, inside the product. Lena Ortiz, the monitoring lead, reads the overnight sign-in sheet in one click. Attendance and repeat attendees turn red, the score moves from 48 to 76, and the same speaker's next dinner rises to the top of her unannounced audit picks. Then she signs a report in which every finding is cited.

A note on the words on these screens. The screens group the OIG's nine suspect characteristics into eight columns and call them red flags, folding "little substantive information" and "no new information" together. Section 4 shows the mapping. Each column is scored, and the alert itself says no single factor decides anything.1
1

Every program in her region, before the sheet is read

Lena owns seven territories. Each row is a program, and each of the eight columns holds two squares: left for what the request showed, right for what the sign-in sheet and invoice showed afterward. Upcoming programs have a hatched right half, since they have not happened yet.

SP-24106 at Bricktown Chophouse sits at the top with "sheet in" beside it, and it scored 48 from its request: restaurant +18, no new information +8, same topic +10, sales-driven +12.

The red-flag heatmap. Programs down the side, flags across, the score and the audit status on the right. The darker the square, the more points that flag carries.
2

"Read sign-in sheet": two cells turn red

The reader takes the 15 rows and the invoice. Repeat attendees goes from clear to +14: five people have come to this topic two or more times in 12 months, including another paid Dravenzo speaker, Dr. Raymond Kessler, who was not on the RSVP list. Attendance, the flag for people with no business reason to attend, goes to +14 because two people signed with no NPI.

The score moves from 48 to 76, and the line for high risk is 60. The meal stays clear: $92 against a $95 cap, with no alcohol on the invoice.

After the sheet. A dark outline marks a flag that appeared after the event. The panel on the right gives the evidence with numbered citations.
3

His next dinner rises to the top of the audit picks

Dr. Brandt speaks at the same restaurant again on October 21 (SP-24158). Because his last program turned red at sign-in, and because that venue has now added flags at sign-in, that program's fail odds, a ranking number section 17 explains, rise from 60% to 84%, and it goes to the top of the list.

Lena clicks Plan, and a live audit is booked in her name. The sales force is not told, and the list carries a lock: "The field never sees this list."

Audit picks. The three most likely to fail, each with its main reason and a Plan button. Section 17 shows how the number is built.
4

The program review: six of eight flags, each with its points

The review opens with a dial at 76, the flags and their points, and how each agent scored the program. On the left, the speaker's cap use: 62% now, 73% with programs booked. Below, the attendees, each with their same-topic count.

The decision bar sits at the bottom. After the event, Lena can draft the monitoring report or refer straight to investigations.

Program review. Risk dial, flags with points, each agent's step and the attendees. The trace line "15 people matched by NPI" counts the rows read: 13 had an NPI and 2 did not.
5

Every flag cites its line, and she can confirm or dismiss it

Under the dial, each flag states what was found, with numbered citations that open the source. Below each one, a gray line gives the OIG wording and the rule behind it. Lena confirms or dismisses each.

Where the rule is a company's own, the screen says so: "Company rule: review a deck after 250 programs in 12 months".

Cited flags. The gray lines paraphrase the alert and the PhRMA Code in the product's sample wording. The real text is in sections 4 and 5.
6

The monitoring report, drafted from eight documents

Lena asks for the draft. It reconciles attendance, lists six findings against policy with their citations, and recommends actions: refer the Kessler and Brandt pairing, move Dr. Brandt's remaining 2026 programs to office or virtual formats, exclude the five repeat attendees from same-topic invitations for six months, re-review the nomination, and ask the brand team to retire or refresh the deck.

The closing line reads "intent is not concluded". She edits, then signs, or signs and refers with the evidence pack to Dana Okafor in investigations.

Reconciliation and findings. The "5 not on the RSVP list" is the net difference. On the sheet itself, six signers were not on the list and one invited doctor did not come. The no-NPI row's label "guest, office manager, blank" is the screen's generic wording: here the two are a practice manager and a guest.

What the sign-in sheet changed on one dinner, flag by flag

Two flags the request could not show added 28 points after the event
From the requestAfter sheet and invoice
Restaurant venue18 points18 points
No new information8 points8 points
Many programs on one topic10 points10 points
Repeat attendees0 points14 points
No business reason to attend0 points14 points
Sales-driven speaker choice12 points12 points

Fictional example from this guide · Fictional case, on the product's sample weights: 48 before and 76 after. Weights are settings; yours will differ.

Show the numbers
From the requestAfter sheet and invoice
Restaurant venue18 points18 points
No new information8 points8 points
Many programs on one topic10 points10 points
Repeat attendees0 points14 points
No business reason to attend0 points14 points
Sales-driven speaker choice12 points12 points
15 · The documents behind a score

The sign-in sheet, the invoice and the nomination, side by side with the findings

In shortEvery score rests on paper you can open. Every source document sits in one viewer beside the findings: request, attendance list, sign-in sheet, invoice, deck and label, nomination, agreement and territory plan. A citation opens the exact line, so a person can check any claim straight away.

The sign-in sheet. Rows 10 to 14 here are the surprises: another paid speaker, three walk-ins, and a practice manager with no NPI. Row 15, below this view, is a guest with no NPI. The NPIs are fictional. The reader leaves a blank blank.
The invoice. $980 plus $400 is $1,380, or $92 across 15 people. This is the sum section 8 works through.
Sales language in a nomination. Dr. Kessler's form, from a sales representative: "top-decile Dravenzo writer", "strong ROI". This is the phrase the sales-driven flag quotes.
The territory plan. "New starts within 60 days of each program" is the kind of return measure the alert warns about.1

The same review before an event: a wine pairing and a $118 estimate

Sign-in sheets are one half. For SP-24117, Dr. Kessler's dinner at The Corbel Room two days away, the request alone scores 86: a restaurant, $118 a head against the $95 cap, a wine pairing asked for in the request, 6 of 14 invitees who are repeat attendees, and that nomination. Lena can clear it, hold it, refer it, change the venue or send an unannounced audit. On this sample program, moving to an office with no alcohol would take the score to about 52.

Before the event. A person decides every program at or above the high-risk line, here with a list of who has already come many times.
Wine found on an invoice. A different program, SP-23988: a request with no alcohol, and $184 of wine on the bill. It scored 26 before the event and 62 after it.
One cell opened. A click on any square gives what it scored, before and after, with citations, and the rule behind it.
16 · Who reads, who signs

Seven agents read and score speaker programs; a compliance monitor decides and signs

In shortEach agent does one narrow job and states what it never does. People decide every program at or above the high-risk line, sign every report, approve every rule change and take every referral. The agents never conclude intent and never contact the sales force.

Program & Sign-in Reader

Reads each request from the events platform, then the scanned sheet and invoice: venue, format, deck, RSVPs, cost per head, any bar line, and every row with name, NPI, signature and notes.

Never guesses an NPI. A blank stays blank, and every value cites its page and line.

Venue & Meal Checker

Classifies the venue, compares cost per head with the cap for that city, and finds alcohol, planned or invoiced.

Never flags without quoting the invoice or request line.

Repeat Attendee Tracker

Matches invitees and signers to the master list of HCPs by NPI, then name and city. Counts same-topic programs per person over 12 months, and spots speakers who attend each other's programs.

Never accepts a match below 0.9 by itself: those go to a person.

Topic & Label Checker

Counts programs per deck over 12 months and reads the label change history: months since the last substantive change, and what it was.

Never uses anything beyond approved deck versions.

Speaker Selection & Pay Reviewer

Reads nominations and territory plans for language tying a person to prescribing, revenue or ROI, and checks the fee and year-to-date pay against the fair market value tier and the annual cap.

Never reads prescribing data beyond the plan text, and always quotes the exact phrase.

Risk Scorer & Audit Planner

Combines the factors into a 0 to 100 score with one cited reason each, works out each upcoming program's fail odds, and proposes audits: risk-based first, then a random sample.

Never notifies the sales force. A person decides every high-risk program.

Monitoring Report Writer

Drafts the report: program facts, attendance reconciliation, findings against policy with their evidence, and recommended actions.

Never concludes intent or writes a finding without a citation. Draft only.

Lena decides, Marcus and Ama attend, Dana investigates, Priya approves rule changes

Decides and signsMonitoring leadClears, changes, holds, audits or refers each high-risk program, and signs reports. Lena Ortiz in this example.
Attends unannouncedCompliance monitorsJoin programs live or online, with a checklist. Marcus Lee and Ama Boateng in this example.
Takes referralsCompliance investigatorReceives the signed report and the evidence pack. Dana Okafor in this example.
Approves rule changesChief compliance officerEvery change to a scoring rule re-scores open programs and is recorded. Priya Ranvelle in this example.
Never sees the audit planSpeaker bureau managerReceives change and hold requests, and carries them out. Sam Patel in this example.
Topics onlyBrand leadSees topic saturation by deck, to retire or refresh it. Omar Haddad in this example.

Maker and checker stay apart: a monitor's decision and the rule behind it are different people's work, and sales and marketing have no view of the audit plan. Each agent step, decision and signature goes on the audit trail.

A signed report closes the file

Signed. Findings, recommended actions and a closed program, with the signature on the program's activity trail.
17 · Audit picks and the calendar

How unannounced audit picks work: a formula you can read, a random sample on top and no notice

In shortThe product ranks upcoming programs with a stated formula and tops the plan up with a random sample. The "fail odds" it shows are a ranking number built from that formula, so treat them as a priority order until you have tested them on your own audit results.

How SP-24158 gets to 84: the fail-odds formula, line by line

The sample setting is: 0.8 times the score, plus 16 if the speaker's recent program turned red at sign-in, plus 8 if the venue added flags at sign-in before, plus 4 for four or more repeat invitees, plus 5 if the speaker has not been audited in 30 days, held between 5% and 95%. For SP-24158, scored 70, that gave 60 this morning, then 84 once the sheet from October 6 had been read.

Reading one sign-in sheet added 24 points to the speaker's next program

How SP-24158's fail odds are built

0.8 × score of 7056
Speaker's last program turned red16
Venue added flags at sign-in8
Four or more repeat invitees4

Fictional example from this guide

Show the numbers
ItemValue
0.8 × score of 7056
Speaker's last program turned red16
Venue added flags at sign-in8
Four or more repeat invitees4

That number is a design choice, and calling it odds is generous until you calibrate it. Random audits give you what you need for that: if programs rated 80% fail about 80% of the time, the number means what it says. The vendor questions in section 23 ask for this, from us as from anyone.

Three weeks of live and virtual audits, kept from the people they watch

The plan puts every audit on a calendar: risk-based picks first, then a random 2% sample of the week's programs, a setting you can change. Two high-risk programs are still uncovered on this morning, both Dr. Kessler's, each one click from an audit. "Advance notices given: 0" is a number on the screen. Reps and the bureau see a monitor arrive, and never a calendar entry.

The audit plan. Live and virtual audits by week, risk-based and random, with uncovered high-risk programs on the right. SP-24158 sits on October 21 once Lena has planned it.
The monitor's checklist. Eight checks a monitor makes in the room. Answers flow straight into the report.
Sampling, venues and who decides. Settings the chief compliance officer approves. A change re-scores open programs and goes on the audit trail.
18 · Patterns across programs

Two speakers taking turns: what the attendance network and national view show

In shortOne program can look fine while the pattern across programs does not. A network of 12 months of sign-in sheets shows who keeps coming back and which speakers attend each other's talks. A national view shows flags by factor and territory for the chief compliance officer.

The repeat attendee network. Each dark circle is a speaker. Line thickness shows same-topic programs attended, and red means three or more. The dashed line marks speakers attending each other's programs.
Speakers taking turns. In the sample data, each attended 5 of the other's programs on the same deck this year, with the programs cited. The alert names attending "after being a speaker on the same or substantially the same topic".1
One flag across every program. A click on a column shows only the programs carrying that flag.
All programs. Sort by risk, or filter by when, brand, flag or status, and export the list for an auditor.

What the chief compliance officer sees: flags by factor and territory

The national view. Sample figures: 312 programs scored in 30 days, 27 at high risk, 9 fixed before they ran, and 18 unannounced audits.
Where the flags are. Territory by factor, how programs are held, and speakers ranked by average risk with their cap use.
31% of the sample company's programs still run in restaurants
Restaurant: 96Virtual: 90Office: 61Hotel: 38Hospital: 27
31%at restaurants
  • Restaurant96
  • Virtual90
  • Office61
  • Hotel38
  • Hospital27

Fictional example from this guide · The dashboard's sample, last 30 days, 312 programs.

Show the numbers
PartValue
Restaurant96
Virtual90
Office61
Hotel38
Hospital27
19 · Inputs, outputs, security

What goes into speaker program monitoring, what comes out and what it runs beside

In shortIt reads the records a program already leaves, against your own written rules, and produces a heatmap, cited scores, audit picks and drafted reports. It connects to the systems you already run, keeps roles apart and records every step.

The program

  • Requests from the events platform
  • Scanned sign-in sheets and invoices
  • RSVP lists and territory plans

Your standards and history

  • Speaker policy, meal caps and venue rules
  • Nominations, agreements, fair market value tiers and pay to date
  • Approved decks and label change history
Agents read, score and draft Every program, before and after, against your own rules
A person decides every high-risk program
Every flag cites its line

Outputs

  • Red-flag heatmap: every program, before and after
  • A 0 to 100 score with one cited reason per flag
  • Unannounced audit picks, ranked
  • Drafted monitoring reports and evidence packs

Design targets

  • 100% of programs scored on all flags
  • 12 of 18 monthly unannounced audits aimed by risk, 6 random
  • 9 programs a month fixed before they run

Design targets are the solution's goals, to be measured in your own deployment.

Events platform, HCP master list, deck library: the systems it reads from

It connects by category: the events or meeting platform for requests, RSVPs and costs; a document store or email for scans and invoices; the master list of HCPs for NPI, specialty and city; speaker contracting for nominations, fair market value tiers and pay; the deck library and label history; and the customer relationship management (CRM) system for territory plans.

Referrals can go to your case system with the evidence pack, and anyone with access can ask about a program, speaker or attendee in plain words, and get an answer tied to its source.

Roles, audit trail and security for enterprise compliance teams

Roles keep the audit plan with compliance, give the bureau only change and hold requests, and show the brand lead only saturation by deck. Maker and checker stay separate. Every agent step, decision, signature and rule change goes on an audit trail you can export for an internal auditor, an independent reviewer or a regulator. Monitoring scales to every program across brands and territories, and speaker data stays in the US region. Botminds is SOC 2 Type II audited, and manages information security to ISO 27001.

Those controls support your compliance program. They give you no legal protection under the statute. A product cannot be certified as meeting the Anti-Kickback Statute, and no vendor should claim otherwise. Your rules, decisions and records remain yours to defend.

Meal cap, repeat line and label age: rules you set

Your rules. Each setting shows how many programs it flags now, so you can see a change's effect first. These values are the sample company's. The alert and the Code set no numbers for most of them.1,4
One dinner's record closed the morning after, in this example
  1. Sep 18Request submitted

    Scored 48 from the request, with a sales-language nomination.

  2. Oct 6, 6:30 p.m.The dinner

    Bricktown Chophouse, private room.

  3. Oct 7, 7:52 a.m.Sheet and invoice scanned

    15 names and $1,380. The reader runs, and the score moves to 76.

  4. Oct 7, same morningReport signed

    Six findings cited, actions agreed, program closed.

Fictional example from this guide

Show the numbers
WhenWhat
Sep 18Request submitted
Oct 6, 6:30 p.m.The dinner
Oct 7, 7:52 a.m.Sheet and invoice scanned
Oct 7, same morningReport signed
Oct 21Unannounced audit
Part C · Are you ready to automate?

Automating speaker program compliance: what a bad program costs, what it returns and how to test it

You run commercial compliance, monitor programs, manage a speaker bureau or answer for all of it. This part is written for you: what unread sign-in sheets cost today, what reading all of them could return, whether your team is ready, and what to ask any vendor of speaker program compliance software, including us.

20 · What a bad program costs

What an unread sign-in sheet costs you: settlements at one end, monitor hours at the other

In shortYour biggest exposure is rare and large, and the steady cost is hours spent reconciling paper weeks after anyone can act on it. Public figures frame the first. Nobody publishes the second, so count it yourself in a week.

$678M

Novartis's speaker program settlement in 2020, with admissions and a five-year integrity agreement.27,20

The largest with admissions we read
$202M

Gilead's in 2025, for conduct that ended in 2017. It admitted paying high prescribers and using luxury restaurants.28,35

Settled years after the conduct
1,297

whistleblower suits filed in fiscal 2025, the most in a single year, across all industries.10

Department of Justice
Whistleblower suits jumped by about a third in one year

False Claims Act suits filed by whistleblowers, all industries

980Fiscal 2024
1,297Fiscal 2025

Source 10

Show the numbers
PeriodValue
Fiscal 2024980
Fiscal 20251,297
What we could not find published. We found no public figure for the share of speaker programs monitored live, the share failing an audit, the hours to reconcile one program, sign-in sheet error rates, or how accurately any tool reads them. The "about 3% seen live" you may see in this field, including in our own materials, is an estimate. Measure your own.

Timing ten sign-in sheets to find your hours, your delay and your misses

The costWhere it hidesHow to find your number in a week
Days to read a sheetA sheet is scanned, filed and read only if sampledTake your last 20 programs: event date against the date someone reconciled it
Share reconciledQuarterly samples in a spreadsheetSheets reconciled last quarter ÷ programs held last quarter
Hours per reconciliationInside a monitor's general workloadStopwatch ten sheets, including the NPI lookups
Attendance accuracyNobody compares the sheet with who ateFor 20 programs compare sheet, RSVP list, invoice headcount and any audit notes
Repeat attendanceSpread across vendors and spreadsheetsFor your top 50 attendees, count same-topic programs over 12 months
Audit coverageMonitors go where travel allowsLive and virtual audits ÷ programs held, and what share were high risk
Your own Open Payments picturePublic data nobody internally readsSearch your own speaker totals by person, and compare with your cap

The dinner that ran again, and other costs a speaker program calculator misses

The second dinnerA sheet read in a month means the same speaker, room and regulars may have met twice more by then.
Your insider's frustrationSales representatives filed at least four of the cases in section 7. A rep who raised a concern and saw nothing change is a risk no one prices.
The record you cannot produceConduct can surface years later. Reconstructing attendance from boxes of scans is expensive, and gaps look bad.
Speakers you might lose or keep too longA clear, fair rule protects good speakers from suspicion, and moves on those who treat the bureau as income.
21 · Your return

What reading every sign-in sheet returns when you count monitor hours against its yearly cost

In shortPut in your own numbers. The defaults are assumptions, marked as such. The calculator values reconciliation and report-drafting time only. It leaves out the main reason to do this, the bad program you stop before it runs, because no honest formula prices that.

Reconciliation, reports and aim: where speaker monitoring pays

Monitor time

Sheets you stop reconciling by hand

A person reviews what the reader found, in place of matching every row and looking up NPIs.

programs reconciled × hours today − all programs × review hours
Report time

Reports drafted with their citations

A monitor edits a cited draft, in place of starting from a blank page and hunting the sources.

reports a year × (hours today − hours after)
Coverage

Every program, the next morning

When a first pass costs little, you can stop sampling. Attendance history then becomes complete.

programs read ÷ programs held
Aim

Audits where the risk is

The same number of visits finds more problems, if your ranking works. Test it against a random sample.

problems found per audit, aimed ÷ random

Your hours back across a year of 3,800 speaker programs

Every default is an assumption for you to replace. The program count and share of high-risk programs come from this guide's fictional company.

Your programs and how you read them
Monitoring reports and cost
Illustrative yearly value
Hours spent today on sheets and reports0
Hours with automation, on every sheet0
Hours released, valued$0
After your yearly cost$0
Sheets nobody reconciles today0
Hours to reconcile every sheet by hand0
Live audits at 10%, or 35 if larger0

Formulas, per year:
Hours today = programs × share × hours + reports × hours
Hours after = programs × review hours + reports × hours after
Value = hours released × hourly cost
After your cost = value − yearly cost
Sheets nobody reconciles = programs × (1 − share)
Hours for every sheet by hand = programs × hours
Live audits = the larger of 35 and 10% of programs, the yardstick in one 2026 integrity agreement.19

Live audits are shown for planning and are not in the value: software does not replace them. Not counted: programs changed before they run, findings caught sooner, or the cost of a settlement.

On these assumptions, 7,655 hours of hand work become about 1,700
TodayWith automation
Reconciling sheets2,375 hours a year380 hours a year
Drafting reports5,280 hours a year1,320 hours a year

Illustrative · replace with your own numbers · The calculator's defaults: 3,800 programs, 25% reconciled at 2.5 hours, 0.1 hours of review on all, 330 reports going from 16 hours to 4. Replace with your own.

Show the numbers
TodayWith automation
Reconciling sheets2,375 hours a year380 hours a year
Drafting reports5,280 hours a year1,320 hours a year

If you reconcile only a tenth of your programs by hand today, the time saved falls quickly, and the case rests on coverage. A small program with few reports may not pay on hours alone. That is a fair result: the reason to read every sheet is that you can then act on what it says.

22 · Readiness check

How ready your speaker bureau and compliance team are: records, rules, owners and tests

In shortPick the answer closest to your team today. Eight questions score 0 to 2, and the last is for reflection. The meter adds up as you go, and each question says why it matters and what a strong answer sounds like.

1
Sign-in sheets and invoices you can reach

Can you pull a year of requests, sign-in sheets and invoices, with RSVP lists, in one place?

Why it mattersA test needs real paper, and history needs all of it.
A strong answer"Yes, from the vendor platform and expense system, linked by program ID."
2
A written policy for each suspect characteristic

Do you have written rules for venues, meal limits, alcohol, repeat attendance, guests, speaker selection and pay?

Why it mattersA flag should cite a rule. Most limits are yours to set, since the alert and Code give few numbers.1,4
A strong answer"A versioned policy with numbers, mapped to the OIG list and the Code."
3
A clean list of HCPs and NPIs

Can you match a signed name to one person, with NPI, specialty, city and past attendance?

Why it mattersRepeat attendance is meaningless if the same doctor has three records.
A strong answer"One master list keyed on NPI, used by every vendor."
4
Speaker selection separated from sales

Who nominates speakers, and on what criteria? Do plans or forms carry prescribing or return language?

Why it mattersThis pattern ran through all six settlements we compared in section 7.27,28,29,5,30,31
A strong answer"A medical panel chooses on stated criteria. Reps cannot nominate."
5
Fees and yearly caps per speaker

Do you pay from a pre-set rate structure with a fair market value analysis, and track a speaker's total across brands?

Why it mattersPhRMA asks for a cap, and an integrity agreement asks for central tracking.4,19
A strong answer"An independent analysis, a set cap, and a live total by person."
6
Unannounced live monitoring you run today

How many programs do you attend live or online, how do you pick them, and who can see the plan?

Why it mattersA ranking needs results to learn from, and an audit needs to be a surprise.27,28
A strong answer"A set rate, risk-based and random, kept from sales and the bureau."
7
Who decides, signs and takes a referral

Is there a named person for each high-risk decision, each report and each referral, and for approving a rule change?

Why it mattersFlags without an owner become a list nobody opens, and now you have a record of knowing.
A strong answer"The monitoring lead decides, investigations take referrals, and the chief compliance officer approves rule changes."
8
A test set of programs you already judged

Can you assemble past programs you know were good or bad, with planted errors, and agree on what counts as success?

Why it mattersDOJ asks what human baseline you test against, and how you measure accuracy.41
A strong answer"Two hundred programs, double-read, with a target for catches and false alarms."
9
The sign-in sheet you would want to have read

For reflection only, with no score. Think of the worst speaker program you know of at your company. When did the first sheet show it, and what would you have done with that sheet the next morning?

What a score of 0–6, 7–11 or 12–16 asks of your speaker program team

0–6

Explore

Build the baseline first: time ten sheets, count repeat attendance on one brand, and write numbers into your policy. Start with one brand's records.

7–11

Ready to pilot

Run a measured pilot on past programs from one brand and a few territories, with planted errors. Compare catches, false alarms and hours with your own reading.

12–16

Ready to implement

Plan every brand, the systems, the roles and the audit calendar. Keep a random sample running so that the ranking can be checked, and report results to your compliance committee.

23 · Questions for vendors

Twelve questions for any speaker program compliance software vendor, including us

In shortAsk these on your own records, with your own monitors in the room. Good vendors will show you the failures as readily as the catches. Ask us the same ones.

A

Can it read real sign-in sheets?

A1

What is your reading accuracy on my handwritten sheets, by field: name, NPI, signature present?

Why it mattersA published benchmark on hard forms put the best models near 85%.40 Your forms may do better or worse.
Strong answer · warning sign
A test on your scans, by field.
One percentage from a demo.
A2

What happens when a field is blank or unreadable?

Why it mattersModels can invent values in empty fields.40
Strong answer · warning sign
Blank stays blank; check digit and registry applied; a person reviews.
"It always fills the field."
A3

How does it match a signature to one person over time?

Why it mattersRepeat attendance depends on identity. A wrong match accuses the wrong doctor.
Strong answer · warning sign
NPI first, then name and city, with a threshold you can inspect.
Name matching with no confidence shown.
B

Is the score honest?

B1

Show me the formula, and how a flag maps to the OIG's nine characteristics.

Why it mattersThe alert has nine items and no weights.1 Any score is the vendor's or your own judgment.
Strong answer · warning sign
Stated weights you can change, with a named source for each rule.
"Proprietary."
B2

If you show "fail odds", how were they calibrated?

Why it mattersA number that reads like a probability will be treated as one. Ours is a formula until you test it on your audits.
Strong answer · warning sign
A plan to compare predicted and actual results against random audits.
Odds with no test behind them.
B3

What is your false-alarm rate, and how much of a monitor's day does it take?

Why it mattersDOJ asks about accuracy, precision and recall.41 A flag on every restaurant program teaches people to ignore flags.
Strong answer · warning sign
Results by flag, on your past programs.
Catches shown, false alarms not counted.
C

Who sees and decides what?

C1

Can sales, marketing or the bureau see any part of the audit plan, in any screen, export or notification?

Why it mattersAdvance notice was one of the government's complaints at Novartis.27
Strong answer · warning sign
A role test you run yourself, with logs.
"We tell people not to look."
C2

Can a program close without a person, and can anyone dismiss a flag with no reason?

Why it mattersA monitoring program whose monitors note nothing is the risk the law firm Mintz describes at Gilead.29
Strong answer · warning sign
A named decision and a reason, every time.
Auto-closing on a low score with no sample checked.
C3

Does it ever state a conclusion about intent?

Why it mattersThe alert says the facts and intent decide.1 A report naming "kickback" as fact can hurt the person and the company.
Strong answer · warning sign
Facts and citations only, with the conclusion left to people.
"It tells you who is guilty."
D

Can you defend it in five years?

D1

What does the record keep: source scan, reading, rule version, score, decision, signature?

Why it mattersConduct surfaces years later: Gilead's ended in 2017 and settled in 2025.28 Records must also survive a change of rules.
Strong answer · warning sign
Every step, exportable, with the rule version in force at that time.
Latest score only.
D2

What do you claim about legal compliance or certification?

Why it mattersNo product can make you compliant with the Anti-Kickback Statute. Security audits such as SOC 2 and ISO 27001 cover information security only.
Strong answer · warning sign
"Controls that support your program. Your decisions remain yours."
"OIG-compliant" or "OIG-certified".
D3

Where is speaker and attendee data held, and is it used to train a model?

Why it mattersThese are named clinicians with a score beside them. In Europe, scoring employees can also raise AI Act questions.44,45
Strong answer · warning sign
Stated region, narrow roles, no training on your data without consent.
Vague answers, or "it's anonymized" for named people.
24 · A ten-week pilot

Testing speaker program monitoring in ten weeks on one brand and past sign-in sheets

In shortStart with past programs from one brand: you already know how some turned out, nothing is at risk, and a test can include planted errors. Then run new programs in parallel and measure before you widen the scope.

A ten-week pilot reads past programs first, then runs new ones in parallel
Your teamVendor
Baseline: time ten sheets, count coverage
Write policy numbers and map to the OIG list
Set up rules, roles and record feeds
Read 200 past programs with planted errors
Monitors double-read and score results
Parallel run on new programs
Random audits test the ranking
Measure, decide, plan the rollout
Week 0246810

Illustrative · replace with your own numbers

Show the numbers
ActivityFromTo
Baseline: time ten sheets, count coverage02
Write policy numbers and map to the OIG list03
Set up rules, roles and record feeds14
Read 200 past programs with planted errors36
Monitors double-read and score results47
Parallel run on new programs69
Random audits test the ranking610
Measure, decide, plan the rollout910

Catch rates, false alarms and days to read: what a speaker program pilot should measure

MeasureHowA good sign
Reading accuracy, by fieldCompare name, NPI and blanks with a double-read setClear by field; invented entries near zero after checks
Catch rate on planted errorsAdd walk-ins, guests, room-fee meals and speakers attendingAgreed target met for each kind
False alarms a monitor clearsFlags dismissed ÷ flags raised, by flagFalls as you tune rules; every dismissal has a reason
Days from event to readScan date to reading, then to decisionNext morning, for all programs
Hours per program and per reportStopwatch before and duringThe calculator's inputs replaced with real ones
Audit yield, aimed against randomFindings per audit in each groupAimed finds more, and random still runs
Plan secrecyTry to see the plan from each roleNothing visible, with logs that show the attempts
The working-session questions: 10 questions for compliance, legal, sales and the bureau

Bring compliance, investigations, legal, the speaker bureau, medical and the sales lead into one room. Each question says why it matters, and what a strong answer and a warning sign sound like.

A

Whether each program should exist

A1

For each brand this year, what is the need, and could another format meet it?

Why it mattersThe alert asks you to weigh need against less risky means.1
Strong answer · warning sign
A written needs assessment, reviewed by compliance.
"The budget is already approved."
A2

What ends a topic: a number of programs, a time since the last new information, or both?

Why it mattersNo number exists in the alert. Yours has to be defensible.1
Strong answer · warning sign
A stated line, with the reason written down.
It runs until the money ends.
A3

Where do we stand on restaurants?

Why it mattersThe OIG, the Code and integrity agreements differ.1,4,18
Strong answer · warning sign
A written position, by format, and a list of allowed venues.
"Whatever the rep can find."
B

How people will react

B1

What will reps do once they know every sheet is read?

Why it mattersBehavior can improve, or move. Costs can shift to other lines.
Strong answer · warning sign
Plan to watch expense reports and invoice lines too.
No plan.
B2

What do we tell speakers about attending colleagues' talks?

Why it mattersThe PhRMA Code says this is generally not appropriate.4
Strong answer · warning sign
It is in the agreement and in training.
We have never said.
B3

Who hears a concern from a rep, and how fast does the rep hear back?

Why it mattersReps filed many of the cases in section 7.27,31,30,29
Strong answer · warning sign
A named channel, with a response time.
A hotline nobody tests.
C

What you do with what you learn

C1

A flag on a past program: who decides, and when do we go to counsel?

Why it mattersA pilot on past programs can surface real issues. Decide the path first, and protect it.
Strong answer · warning sign
Counsel sets the protocol before the pilot begins.
Issues pile up in a test report.
C2

Does our Open Payments reporting match what the sheets say?

Why it mattersShared meals divide by who ate.24 One company paid $1.55 million when records were wrong.7
Strong answer · warning sign
Compliance and the spend team use the same attendee list.
Two lists that nobody compares.
C3

What happens to a speaker with a repeated pattern?

Why it mattersSkadden advises consistent discipline, publicized where appropriate.28
Strong answer · warning sign
Stated steps: coach, restrict, remove.
It depends who sells the most.
C4

Who reviews the score itself each year?

Why it mattersDOJ asks how accountability over AI is monitored.41
Strong answer · warning sign
The compliance committee sees results yearly.
The vendor reports on itself.
25 · Questions people ask

Speaker program compliance questions, answered: OIG, PhRMA Code, repeat attendees and fair market value

In shortShort answers to what people search for most, each written to stand alone so you can send one to a colleague.

What is a pharmaceutical speaker program?

It is a company-sponsored event at which a doctor or other clinician, paid by the company, presents about a drug, device or disease to other clinicians. The company usually pays the speaker a fee and often provides a meal to the audience. The 2020 Special Fraud Alert from the Office of Inspector General (OIG) at the Department of Health and Human Services defines the term this way and warns of its risks.

What is speaker program compliance?

It is the set of rules, approvals, records and monitoring a company uses to keep speaker programs educational and to prove it. It covers speaker selection and pay, venues and meals, who attends, reconciling sign-in sheets and invoices, live audits, and reports. The main risk is the federal Anti-Kickback Statute.

What did the OIG's Special Fraud Alert on speaker programs say?

Published November 16, 2020 by the Office of Inspector General at the Department of Health and Human Services, it said the OIG "is skeptical about the educational value" of these programs and listed nine suspect characteristics, including restaurants, alcohol, repeat attendance, attendees with no business reason and sales influence on speaker selection. It notes that the list is illustrative and no single factor is decisive. It remains in force as of November 2026.

Are speaker programs illegal?

No. The federal Office of Inspector General (OIG) says lawfulness depends on the facts, the circumstances and the intent of the parties, and that it does not aim to discourage meaningful training. A program becomes a legal problem under the Anti-Kickback Statute when remuneration is paid to induce or reward prescribing of federally reimbursed products. Companies often take legal advice on their own programs.

What does the PhRMA Code say about speaker programs?

Section 7 of the Code, effective January 1, 2022, allows incidental meals of modest value, bars company-paid alcohol, luxury resorts, high-end restaurants and entertainment venues, and says repeat attendance on the same topic is generally not appropriate. It also says speakers should be chosen on expertise, paid fair market value and capped per year. The Code is voluntary, and companies that commit to it certify annually.

Is a restaurant allowed for a speaker program?

Under the PhRMA Code, a private room in a local restaurant may suit a talk if the restaurant is not high-end and the meal is modest. The federal Office of Inspector General (OIG) lists restaurants among locations not conducive to education, and the 2020 Novartis integrity agreement bars them, while the speaker section of the 2026 Veloxis agreement does not mention them. So there is no one rule, and each company should write down its own line and its reason.

What is a repeat attendee?

It is someone who comes to more than one program on the same or nearly the same topic, including a clinician who attends after speaking on that topic. The federal Office of Inspector General lists this as a suspect characteristic, and the PhRMA Code says it is generally not appropriate without a real educational need. No rule sets a window, so companies commonly choose their own, such as 12 months.

How much do companies pay speakers?

In Open Payments' speaker category for 2025, 26,716 physicians and other practitioners received a total of $640.6 million, with a median of $6,548 a person and about $2,657 a payment, by our tally of federal CMS data. That covers all companies combined and can include other non-consulting services. Fair market value must not reflect the business a person generates.

How many speaker programs should be monitored live?

No general rule sets a rate, and we found no published industry figure. The clearest yardstick is the 2026 Veloxis integrity agreement: 35 programs or 10% each year, whichever is larger, chosen by risk or at random. That agreement binds only that company. Law firms such as Skadden recommend unannounced visits, and the government has criticized advance notice.

What should a sign-in sheet for a speaker program show?

At least a printed name, a credential or role, an NPI for prescribers, and a signature, with the date, venue and program ID at the top. Compare it with the RSVP list and the invoice headcount the next day. Names with no NPI, walk-ins, speakers on the same topic and shared surnames with the speaker all deserve a look.

What is speaker program compliance software?

It is software that tracks programs and checks them against rules. Newer tools read requests, sign-in sheets and invoices, build attendance history and rank programs for audit. Botminds Speaker Program Compliance does this with people deciding and signing, and no such tool can make a company compliant by itself. Test any tool on your own records and ask about accuracy.

Can AI replace live monitoring of speaker programs?

No. A live monitor reviews slides, what the speaker says and what the sales representative does, which records cannot show. Software can read every sign-in sheet and invoice and aim audits at likely problems. Handwriting errors, invented entries and false alarms are real, so people should check results and the Department of Justice expects companies to measure accuracy.

What happens to a company after a speaker program settlement?

It pays, and often signs a corporate integrity agreement with the federal Office of Inspector General (OIG), usually for five years, with monitoring, independent review and executive certifications. The 2020 Novartis agreement barred restaurants and alcohol, and the 2026 Veloxis agreement, from a case about meals, retreats and consulting fees, requires annual live audits. Sources on other recent settlements, such as Takeda's, mention no such agreement, so this varies.

26 · One-page summary

Speaker program compliance on one page: the method, the November 2026 rules and the terms

Print this page

In shortThe whole guide on one screen: the method, the rules as of November 2026, the readiness questions and the terms.

The method
  1. Decide each year, by brand, whether programs are needed and in what format.
  2. Choose speakers on stated criteria, away from sales, and pay pre-set fair market rates with a yearly cap.
  3. Score each request against your rules, with venues, meals and invitee history in view.
  4. Read the sheet and invoice the next morning. Divide the bill by who really ate.
  5. Check each NPI's check digit and the registry. Leave blanks blank.
  6. Keep attendance history by person and topic, and look for speakers taking turns.
  7. Audit live, unannounced, by risk and at random. Keep the plan from sales and the bureau.
  8. A person decides and signs, every finding is cited, and intent stays with people.
  9. Measure catches, false alarms and audit yield, then tune.

Readiness: score 0–2 on eight questions: 0–6 explore · 7–11 pilot · 12–16 implement.

As of November 2026: OIG alert of November 16, 2020 in force, nine characteristics · OIG pharma guidance still 2003, general guidance November 2023 · PhRMA Code effective January 1, 2022 · AdvaMed Code effective June 1, 2023 · Open Payments thresholds $13.82 and $138.13 · Regeneron but-for cause, three circuits to one · Zafirov vacated September 1, 2026 · DOJ program guidance September 2024 · EU AI Act Annex III from December 2, 2027 · draft Annex 22 still a draft, and outside this work.

14 terms
Speaker program
A company-paid talk by a clinician to other clinicians, often with a meal.
Speaker bureau
The group of clinicians a company has hired and trained to speak.
HCP
Health care professional.
Anti-Kickback Statute
The federal criminal law against paying for federally reimbursed business.
Remuneration
The law's word for anything of value.
OIG
Office of Inspector General, Department of Health and Human Services.
Special Fraud Alert
OIG's public warning; its 2020 alert covers speaker programs.
Suspect characteristic
The alert's term for a feature that may point to an unlawful program.
Fair market value
What a service is worth, with no credit for prescriptions.
NPI
National Provider Identifier: ten digits, the last a check digit.
Open Payments
The federal record of what makers give clinicians; the Sunshine Act program.
CIA
Corporate Integrity Agreement: a multi-year compliance contract with OIG.
Qui tam
A suit a private whistleblower brings for the government.
Live audit
A trained monitor attends a program, in person or online.
27 · Sources

Sources

Read November 2026. Regulatory status statements are as of November 3, 2026. Open Payments tallies are our own, from CMS's published datasets; section 6 prints the method.

  1. HHS OIG, Special Fraud Alert: Speaker Programs, November 16, 2020. oig.hhs.gov
  2. Barnes & Thornburg via National Law Review, Walking the Line, August 4, 2026. natlawreview.com
  3. CMS Open Payments, Payments grouped by reporting entities and nature of payments, one dataset per program year 2019–2025, published June 30, 2026; our tally of nature of payment code 2. 2025, 2019
  4. PhRMA, Code on Interactions with Health Care Professionals, effective January 1, 2022. cdn.aglty.io
  5. U.S. Department of Justice, Settlement Agreement, Takeda Pharmaceuticals U.S.A., May 2026. justice.gov
  6. U.S. Department of Justice, Deferred Prosecution Agreement, United States v. Veloxis Pharmaceuticals, No. 1:26-cr-10221, filed August 10, 2026, Statement of Facts paragraphs 48 and 53. justice.gov
  7. Arnold & Porter, Veloxis Criminal and Civil Resolution, August 13, 2026. arnoldporter.com
  8. 42 U.S.C. 1320a-7b, govinfo. govinfo.gov
  9. HHS OIG, Compliance Program Guidance for Pharmaceutical Manufacturers, 68 FR 23731, May 5, 2003. govinfo.gov
  10. DOJ, False Claims Act Settlements and Judgments Exceed $6.8B in Fiscal Year 2025, January 16, 2026. justice.gov
  11. U.S. Department of Justice, Civil Monetary Penalties Inflation Adjustments for 2025, 90 FR 29445, July 3, 2025. govinfo.gov
  12. Morgan Lewis, First Circuit holds but-for causation, February 25, 2025. morganlewis.com
  13. Morgan Lewis, Eleventh Circuit rejects one constitutional challenge, September 2026. morganlewis.com
  14. Mitchell et al., Ann Intern Med 2021;174(3):353-361. PMID 33226858. pubmed.ncbi.nlm.nih.gov
  15. Fleischman et al., BMJ 2016;354:i4189. PMID 27540015. pubmed.ncbi.nlm.nih.gov
  16. AdvaMed, Revised and Restated U.S. Code of Ethics, effective June 1, 2023; alcohol answer posted March 15, 2022, read from the page image at page 13; Section VII. advamed.org
  17. HHS OIG, Compliance Guidance. oig.hhs.gov
  18. HHS OIG, Corporate Integrity Agreement, Novartis, June 30, 2020. oig.hhs.gov
  19. HHS OIG, Corporate Integrity Agreement, Veloxis Pharmaceuticals, August 7, 2026. oig.hhs.gov
  20. HHS OIG, Corporate Integrity Agreement with Novartis Corporation (status page). oig.hhs.gov
  21. Vermont, 18 V.S.A. 4631a. legislature.vermont.gov
  22. CMS Open Payments, Payments grouped by covered recipient and nature of payments, published June 30, 2026; our tally. 2025, 2019
  23. CMS Open Payments, Summary Dashboard, all years. openpaymentsdata.cms.gov
  24. 42 CFR 403.904, 2025 edition. govinfo.gov
  25. CMS, Open Payments Data Collection. cms.gov
  26. 42 CFR 403.912, 2025 edition. govinfo.gov
  27. Skadden, Novartis' $678 Million Settlement Sets Guideposts for Life Sciences Industry Speaker Programs, August 2020. skadden.com
  28. Skadden, Speaker Program Settlement Highlights Compliance Risks for Life Sciences Companies, May 2025. skadden.com
  29. Mintz, Speaker Programs: Two Recent Enforcement Actions Serve as Reminders, May 2025. mintz.com
  30. Porzio Bromberg & Newman, Settlement Renews Focus on Speaker Program Compliance, February 27, 2025. pbnlaw.com
  31. Morgan Lewis, Speaker Program Compliance: Biotech Company Settles False Claims Act Allegations for $900 Million, August 3, 2022. morganlewis.com
  32. U.S. Department of Justice, Stipulation and Order of Settlement and Dismissal, Biogen, filed September 23, 2022. justice.gov
  33. Loeb & Loeb, Medtronic to Pay Over $9 Million, October 2020. loeb.com
  34. HHS OIG, Manhattan U.S. Attorney announces $54 million settlement against Salix, June 9, 2016. oig.hhs.gov
  35. HHS OIG, U.S. Attorney announces $202 million settlement with Gilead Sciences, April 29, 2025. oig.hhs.gov
  36. Insys' John Kapoor Sentenced to 66 Months for Opioid Scheme, TechTarget Pharma Life Sciences, January 28, 2020. techtarget.com
  37. NPR via KUNC, Insys Therapeutics pushed opioid with bribes and lies, prosecutors say, April 1, 2019. kunc.org
  38. PBS Frontline, Opioids, Inc., June 23, 2020. pbs.org
  39. CMS, Requirements for National Provider Identifier and NPI Check Digit, January 23, 2004. cms.gov
  40. Pather et al., From Handwriting to Structured Data, arXiv 2604.16504, April 14, 2026, preprint. arxiv.org
  41. DOJ Criminal Division, Evaluation of Corporate Compliance Programs, updated September 2024. justice.gov
  42. FDA, Considerations for the Use of Artificial Intelligence to Support Regulatory Decision-Making for Drug and Biological Products, draft, January 2025. fda.gov
  43. Draft EU GMP Annex 22, consultation July 7 to October 7, 2025. picscheme.org
  44. EU AI Act, Annex III. artificialintelligenceact.eu
  45. European Commission, Regulatory framework on AI. digital-strategy.ec.europa.eu
Next step

See it on your own sign-in sheets.

Explore the solution, or bring a sample of past requests, sign-in sheets and invoices, including some you already know went wrong, and we will read them with you, every flag tied to its line.

botminds.ai The complete guide to speaker program compliance · November 2026. Cobbleford Pharma, Dravenzo, Veltrimab, every person, doctor, venue, NPI, policy and figure in the example and the screens are fictional. Regulatory status is as of November 2026; check the sources before relying on it. This guide is general information and is not legal advice.