SystemGroup Benefits & Absence

Evidence of Insurability Automation

Evidence of insurability automation that readies the simple approvals and summarizes the medical cases

Simple EOI approvals stop waiting behind complex medical cases.

See one case, screen by screen ↓
demo112formsread, matched, screened and sorted since Friday 17:00, finished by 07:41 Monday in 6 min 40 s of agent time
demo40formsapproved in one click, each carrying its one-line reason and rule
target36%of the morning's forms approved in one batch, each with its one-line reason
demo$1.24Mof coverage deducted from payroll but never approved, found for 6 employees before a claim found it
In short

What is Evidence of Insurability Automation?

Software that takes an EOI form from the moment it arrives — by mail, portal or email — through reading, matching to the election, health screening and an underwriting decision, to the approved amount in enrollment and billing. Evidence of Insurability Automation does the reading, matching, screening and sorting with agents, and the medical underwriter makes every decision.

How to choose AI solutions for insurance →

Updated

The problem

Why simple EOI approvals wait weeks behind medical cases

When an employee elects supplemental life, spouse life or a disability buy-up above the plan's guaranteed issue amount, or joins late, the carrier needs evidence of insurability. The forms come in by mail, the employee portal and email, and they land in one long queue worked by date. A form with all eleven health answers No sits behind a diabetic case with an incomplete physician statement, and in open-enrollment season the amount above guaranteed issue is not in force for weeks.

The rest of the cost stays hidden. When a form never arrives, is declined or is approved at a lower amount, payroll can keep deducting on the elected amount, and the gap only shows up when a claim is paid on the approved amount. A batch approval without a written reason per form is also hard to defend: an auditor or a reinsurer sees a bulk approval, not underwriting.

typical1.8M+formsEOI applications a year at 20 group carriers
demo781of 2,140September forms the fast lane would have sorted to Approve now, yet each waited its turn in one queue
typical+7%growth in U.S. workplace life sales in the first half of 2026
Where a simple EOI form's days go (in days)estimated
By hand17 days
With the solution1 days
  • Waiting its turn in the one queue12 → 0.1 d
  • Reading and keying the form0.5 → 0.1 d
  • Matching the election and guaranteed issue0.5 → 0.1 d
  • Prescription, MIB and build checks1 → 0.1 d
  • Underwriter decision and letter1 → 0.5 d
  • Approved amount into enrollment and billing2 → 0.1 d

Estimated split for one form with nothing to underwrite in open-enrollment season, worked by hand in one queue and with the solution.

How it works

How a form moves

Seven agents read, match, screen and sort every form with its reason; the underwriter approves the fast lane in one click and decides the rest.

What comes in
Forms in3 channels · mail scan, employee portal, email
Agents at work
Form readerfields + 11 answers
Then
Election matcher
Health screen
Then
Lane sorterrule + reason
Then
Medical summarizer
Missing-information writer
Coverage sync
A person decides
Medical underwriterapproves the batch, decides the rest
What comes out
Fast lane approved in one batch
Cited summary for the hard cases
Approved amounts to billing
One case, step by step

One open-enrollment Monday, from the mail room scan to corrected deductions

Monday 12 October 2026 at Larkspur Life & Group, open enrollment for 1 January 2027 coverage. 112 evidence forms have arrived since Friday evening. Here is the morning, screen by screen, in the working solution.

  1. 0107:41

    112 forms read and sorted before she opens them

    Priya Raman · Medical underwriter

    Since Friday 17:00, 38 forms came in on the 06:15 mail room scan, 61 through the employee portal and 13 to the EOI inbox. The form reader, election matcher, health screen and lane sorter have been through all 112. Approve now holds 40, Needs underwriter 47, Needs more information 25.

    “Sorted at 07:41 · 6 min 40 s” — fast-lane rules version 7.

  2. 02One form

    The reason on file, and every check behind it

    Priya Raman · Medical underwriter

    Nadia Brooks, 38, Cobalt Ridge Logistics, employee life $300,000 against a $150,000 guaranteed issue. The form came through the portal on Friday at 20:35; the election matched, all 11 answers No, build 5′7″, 166 lb, seven years of prescriptions with nothing flagged, no MIB codes. Rule FL-1: total $300,000 within $500,000, age 38.

    “$150K over GI · all 11 answers No · build in table · Rx and MIB clear”

  3. 0308:06

    Forty approvals in one click

    Priya Raman · Medical underwriter

    Priya reads the reasons and approves the lane as batch B-1012-01: $7,560,000 of life coverage, $4,410,000 of it above guaranteed issue, plus 5 late-entrant disability elections. The 40 decisions are recorded with their reasons, the approved amounts go to enrollment and billing, and 40 approval letters are drafted.

    2 forms drawn for second review by Hal Brennan, due Tue 13 Oct.

  4. 04Next

    47 cases that need her judgment, each with the reason

    Priya Raman · Medical underwriter

    Needs underwriter shows every case with the amount, the amount over GI, why it needs her and the suggested decision: 28 health answers Yes, 7 above the fast-lane amount, 5 aged 60 or over, 4 builds outside the table, 3 answers the records did not match. Teresa Vance's physician statement came in on Friday.

  5. 05One case

    Teresa Vance: the form, the APS and the manual on one screen

    Medical summarizer

    Teresa, 47, elected $400,000 of employee life, so $250,000 needs approval. She answered Yes to Q2, blood pressure since 2019 and cholesterol since 2021, which matches the lisinopril 90-day fills with no gaps. Dr. Alan Pruitt's statement, requested 22 Sep and in by fax Fri 9 Oct 16:48, shows 128/82, 132/84 and 126/80.

    Manual 4.2 Hypertension: controlled (under 140/90 on the last three readings) on up to two medicines, no heart or kidney findings — approve to $750,000.

  6. 0608:14

    She decides: approved in full

    Priya Raman · Medical underwriter

    The summarizer suggests approve in full at $400,000; the decision is hers. She approves, and the run log closes: form read, election matched, health screen with Yes to Q2 and Q11, the physician statement chased for 17 days, the summary written, and the decision sent to enrollment and billing.

    The summarizer suggests; the underwriter decides.

  7. 07Drafted

    Requests written, nothing sent without a person

    Owen Takeda · Underwriting assistant

    25 forms are waiting on someone and 10 requests are drafted. Marco Delgado left question 9 blank and did not sign page 3, so the authorization cannot be used and the prescription and MIB checks have not run. The request asks for exactly those two things and says his guaranteed coverage stays in force meanwhile.

    “If we do not hear from you by 11 December, the request closes and only the guaranteed amount applies.”

  8. 08Every day

    Six employees paying for coverage nobody approved

    Coverage sync

    Every payroll deduction above guaranteed issue is matched to an approval across the 7 employers. Six do not match: three forms never received, one declined on 12 Jun, one approved lower on 3 Apr and one still pending since 14 Aug. That is $1,240,000 of coverage, $437.00 a month, $2,460.80 deducted so far.

    “If Andre Whitfield died today, his beneficiary would be paid $100,000, not the $300,000 he has paid for since February.”

  9. 0908:21

    Corrections sent before a claim finds them

    Priya Raman · Medical underwriter

    One click sets billing deductions to the approved amounts for all 6 employees, calculates the $2,460.80 in refunds to return through each employer's next payroll, sends notices to 5 employers and 2 brokers, and invites Andre Whitfield, Joyce Ambrose and Felipe Ortega to send their form within 60 days.

  10. 10Before any rule change

    The fast lane, tested on September's decided forms

    Rebecca Liu · Head of group underwriting

    Version 7 of the fast-lane rules runs on 2,140 forms the underwriters decided in September: 781 would go to Approve now, and 780 of those were approved in full by a person. The one difference, reviewed by Rebecca, was a margin note about recent weight loss; version 8 is drafted to send margin notes to an underwriter. The report is saved for the medical director's sign-off.

    “Version 7 holds. 99.9% agreement with underwriters on the fast lane; no form with a health Yes reached it.”

Who it’s for

Built for everyone who touches an EOI form.

The same open-enrollment Monday, seen by the four people who carry it — what their week looked like, and what it looks like now.

PR
Priya RamanMedical underwriter, group life and disability
Medical underwriter
Before
Starts open-enrollment Mondays with 100+ forms across seven employers, and half of what she opens has nothing to underwrite.
Now
Approves the fast lane in one batch with every reason written down, and spends the morning on the cases that need her.
OT
Owen TakedaUnderwriting assistant
Underwriting assistant
Before
Chases answers, signatures, authorizations and physician statements one form at a time. “Most forms aren't hard. They're missing a signature.”
Now
Reviews requests already written for exactly what is missing, sends them, and sees each one's reminders on day 10 and day 24 and its close date.
RL
Rebecca LiuHead of group underwriting
Head of group underwriting
Before
“If a person can't read why it was approved, it isn't a fast lane — it's a hole.”
Now
Owns versioned fast-lane rules, back-tested on decided forms and co-signed by the medical director, with every batch's reasons in the approval log.
CM
Carla MendesEnrollment specialist
Enrollment specialist
Before
“The broker asks me every day which employees are still pending.”
Now
Sees elected against approved for every employer, and employers and brokers see each employee's status in the employer portal.
Built on the engine

7 agents. Each with one job, and hard limits.

Seven agents read, match, screen and sort every form with its reason; the underwriter approves the fast lane in one click and decides the rest.

Form reader

Reads every evidence form from the mail scan, the employee portal and the EOI inbox: applicant, coverage, amount, the 11 answers, height and weight, signatures and the authorization date.

  • Never fills in a blank answer
  • Unclear handwriting goes to more information
Election matcher

Finds the employee's election and current coverage, the plan's guaranteed issue amount, the amount above it and whether the employee is a late entrant.

  • Never changes an election
  • Flags a form with no matching election
Health screen

Checks the answers against the build table, 7 years of prescription history and the MIB record, and reports agreement or contradiction with the record that shows it.

  • Runs only under a signed authorization dated within 90 days
  • Never declines on a record alone
Lane sorter

Applies fast-lane rules version 7 and writes the one-line reason that puts each form in Approve now, Needs underwriter or Needs more information.

  • Never approves — a person approves the batch
  • Any health Yes leaves the fast lane
Medical summarizer

For each underwriter case, summarizes the answers, prescriptions, MIB and physician statements, quotes the manual section that applies and suggests a decision.

  • Suggests only — the underwriter decides
  • Every line cites its source
Missing-information writer

Drafts the request for what is missing — an answer, a signature, an authorization, a physician statement — and tracks reminders on day 10 and day 24 and close-out on day 60.

  • Never sends without a person
  • Never asks for more than is missing
Coverage sync

Sends approved amounts and effective dates to enrollment and billing, and every day compares payroll deductions with approved amounts, listing each difference with its cause.

  • Sends approved amounts only, never elected
  • Refunds need the underwriter
Medical underwriter

Approves and decides; a second underwriter on declines and samples. The agents propose; a named person decides.

Ask in plain words

Ask about a form, a lane, a batch or a rule

The underwriter asks in plain words. Every answer cites its source: the form, the physician statement, the manual, the rules, the batch or the billing file.

Why is Teresa Vance with an underwriter and not in Approve now?

She answered Yes to question 2 — blood pressure since 2019 and cholesterol since 2021 — and any Yes leaves the fast lane. Her physician's statement came in Friday: the last three readings were 128/82, 132/84 and 126/80, which is inside manual 4.2 for $400,000. The suggestion is approve in full; the decision is yours.

What exactly did I approve in today's batch?

Forty forms: 27 employee life under FL-1, 8 spouse life under FL-2 and 5 late-entrant disability under FL-3 — $7,560,000 of life coverage. Each line carries the reason that put it there, for example “$150K over GI · all 11 answers No · build in table · Rx and MIB clear”. Two are drawn for Hal Brennan's second review.

Who is paying premium on coverage that was never approved?

Six employees, on $1,240,000 of coverage — $437.00 a month, $2,460.80 so far. Three never sent a form, one was declined, one was approved lower and one is still pending. Under the policy, the extra amount is not in force until approved, so a claim would pay only the approved amount.

What is still missing for Marco Delgado?

Two things: question 9 is blank and page 3 is not signed or dated. Without the signature the authorization cannot be used, so the prescription and MIB checks have not run. The request is drafted for Owen to send; it closes on 11 December.

Every screen

The working solution, as it ships.

13 screens from the working solution, on its sample data. Pick one to see it large.

The sorterForms since Friday by channel, the agents' counters, and three lanes — Approve now, Needs underwriter, Needs more information — each form with its reason.
One form, every checkThe reason on file, the rule and version, what was checked and how long each agent took on this form.
The batch, approved40 forms approved in one click: life coverage approved, amount above guaranteed issue, letters drafted and the second-review draw.
Needs underwriterEvery case with amount, amount over GI, why it needs the underwriter and the suggested decision, filterable by cause.
The caseThe EOI form with margin notes on each Yes, the cited medical evidence summary, the physician statement readings and the manual section.
Decided, with the run on recordThe underwriter's decision with name and time, and every step on the case from form read to coverage sync.
Needs more informationWhat is missing, the ask, the channel, the status and the close date for every form waiting on someone.
A drafted requestA plain letter asking for exactly what is missing, reviewed and sent by the underwriting assistant.
Elected vs approvedPayroll deductions on coverage that was never approved, with the reason, the monthly premium and the refund for each employee.
Corrections sentDeductions set to the approved amounts, refunds calculated, employers and brokers notified, employees invited to send their form.
Approval logEvery fast-lane batch, who approved it, the reasons on file and what the second reviewer found, with each line of the batch.
Fast-lane rulesRules FL-1, FL-2 and FL-3 with today's and September's counts, and the back-test on September's decided forms.
SettingsGuaranteed issue by plan, underwriter authority, the second-review sample, reminder and close-out clocks, and where forms come from.
Governance

Built for underwriting you can defend: reasoned, reviewed, on the record.

Agents never approve or declineThe medical underwriter approves every batch and decides every case. The lane sorter readies the fast lane; the medical summarizer only suggests.
A written reason on every approvalEach fast-lane approval carries its one-line reason and its rule and version. The approval log keeps every batch, who approved it and the reasons on file, ready to export for audit.
A second underwriter, by rule5% of each batch is drawn for a second underwriter, and declines and lower amounts always go to a second underwriter. The approval log records what the second reviewer found.
Any Yes leaves the fast laneA health answer Yes, or an answer the prescription history or MIB record contradicts, sends the form to an underwriter. A record alone never declines anyone.
Checks only under a valid authorizationPrescription and MIB checks run only under a signed authorization dated within 90 days. An unsigned page stops the screen and a request is written instead.
Rules tested and co-signed before releaseA fast-lane rule change is back-tested on forms the underwriters already decided and needs the medical director's co-signature. Settings changes are versioned and need the head of group underwriting's approval.
Configuration

Your plans, your authority, your clocks

Guaranteed issue, authority, clocks and sources are settings. Changes are versioned and need the head of group underwriting's approval.

SettingDefaultChoose from
Guaranteed issue by planFrom each group policyEmployee and spouse amount per employer, e.g. $150,000 · $30,000
Underwriter authority$1,000,000 a lifeAn amount per underwriter; the head of group underwriting has no limit
Declines and lower amountsAlways a second underwriterOn · off
Fast-lane batch sample5%Share of each batch drawn for second review
RemindersDay 10 and day 24Days after a request is sent
Close-out60 daysRequest closes; guaranteed issue only
APS follow-up10 daysDays before calling the physician's office
Authorization valid90 daysDays from signature
Connections

Works with the systems you already run

Mail room scan and EOI inboxpaper forms scanned every weekday at 06:15, and email attachments
Employee portalelectronic EOI, read as submitted
Enrollment recordselections, current coverage and guaranteed issue per plan
Prescription history and MIBchecked under the employee's signed authorization
Billing and payroll deduction filesapproved amounts in, deductions compared daily
Employer portalemployers and brokers see each employee's status
What it changes

The difference, in numbers.

Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.

target
36%
of the morning's forms approved in one batch, each with its one-line reason
40 of 112
forms on Mon 12 Oct
estimated
Sameday
for simple approvals that used to wait weeks in one queue
One queueweeks
Fast lanesame morning
estimated
$1.24M
of coverage found deducted but never approved, before a claim found it
Found at claimmonths later
Found today07:41

“demo” = seen in the working solution, on its sample data · “target” = the design goal, measured in the live solution · “estimated” = our estimate · “typical” = published figures (Gen Re survey of 20 group carriers — 1.8M+ EOI applications a year; LIMRA, U.S. workplace life and disability sales H1 2026 — workplace life +7%). People, employers, brokers and the carrier named on this page are fictional — characters and sample data in the working solution.

Questions

What group underwriting teams ask us.

What is evidence of insurability automation?

Software that takes an EOI form from the moment it arrives — by mail, portal or email — through reading, matching to the election, health screening and an underwriting decision, to the approved amount in enrollment and billing. Evidence of Insurability Automation does the reading, matching, screening and sorting with agents, and the medical underwriter makes every decision.

How does it decide which EOI forms go in the fast lane?

The lane sorter applies your fast-lane rules. In the working solution, FL-1 covers employee life up to $500,000 total, age 18 to 59, all 11 health answers No, build within the table, no flagged prescription classes in 7 years, no MIB codes and a signed authorization within 90 days. Any form that fails a test goes to an underwriter or to more information, with the reason.

Does the AI approve or decline EOI applications?

No. The underwriter approves every batch and decides every case. Agents never approve or decline, a record alone never declines anyone, and declines and lower amounts always need a second underwriter.

How are prescription and MIB checks handled?

The health screen compares the answers with 7 years of prescription history, the MIB record and the build table, and only runs under a signed authorization dated within 90 days. If page 3 is not signed, the checks do not run and a request is drafted instead.

Can it find employees paying for coverage that was never approved?

Yes. The coverage sync compares payroll deductions with approved amounts every day and lists each difference with its cause — form never received, declined, approved lower or still pending. In the working solution it found 6 employees and $1,240,000 of coverage, and one click sends the corrections to billing and employers.

Can we set our own guaranteed issue amounts, authority and clocks?

Yes. Guaranteed issue per plan, underwriter authority, the second-review sample, reminders, close-out, APS follow-up and how long an authorization is valid are all settings. Changes are versioned and need the head of group underwriting's approval.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements — your EOI form layouts, underwriting manual, guaranteed issue table and a sample of decided forms — and it goes live once every quality gate has passed. We will walk you through it on your own forms first.

Do underwriters stay in control?

Yes. The underwriter reads every reason before approving a batch, decides every medical case from a cited summary, and no request for missing information goes out until the underwriting assistant sends it. Every decision is recorded with the name and time.

See it on
your EOI forms.

We'll run Evidence of Insurability Automation on a sample of your own decided forms.