WorkflowPatient Services

Prior Authorization Evidence Pack Builder

Prior authorization automation that proves every payer criterion from the chart, before the prescriber signs

Every request reaches the payer with each criterion proven from the chart, so patients start treatment in days.

See one case, screen by screen ↓
demo38sto read a 46-page chart into 61 facts, each with the page it came from
demo11of 11payer criteria proven, with 17 citations to 10 chart documents
target1.2daysmedian from prescription to the payer's decision
target84%of requests approved the first time they are sent
The problem

Why a prior authorization takes weeks when the evidence is already in the chart

A biologic is prescribed on Tuesday afternoon. Before the patient gets a first dose, someone in the office has to read the payer's medical policy, find each criterion in a chart of 40 or 50 pages — the diagnosis, the severity score, every step-therapy trial with its dates and outcome, the TB screening and its collection date — and copy it onto the payer's form and into a letter of medical necessity the prescriber has time to sign.

The hard part is what nobody sees until the payer does. A TB test that is 14 months old against a 12-month window. Methotrexate dates that are unclear in the note. A severity score that was never recorded. Each one comes back days later as a question or a denial, and the clock starts again while the patient waits.

typical17daysfrom prescription to decision when requests go by phone and fax
demo42%of requests in the last 30 days had a gap — caught on day 1 instead of by a denial
Where a request’s days go, from prescription to the payer’s decision (days)estimated
By hand17 days
With the solution1.2 days
  • Reading the chart and matching it to the policy3 → 0.0 d
  • Closing gaps the payer would deny on3 → 0.2 d
  • Waiting for the prescriber’s signature2 → 0.1 d
  • Payer decision, questions and resubmissions9 → 0.8 d

Estimated split for a typical specialty-drug request by phone and fax. The “after” column is the median time per step shown on the working solution’s dashboard (0.4, 5, 3.5 and 19.9 hours).

How it works

How a request moves

Five agents prove each payer criterion from the chart and draft the form and letter; the prescriber signs, and a sixth agent watches the payer's clock.

What comes in
Chart inChart pages · health record, fax or upload
Agents at work
Chart Readerpages → cited facts
Therapy History Buildertimeline and fills
Then
Criteria Matcherpolicy → evidence
Then
Form Fillerform and electronic answers
Letter Drafterletter of necessity
Then
Status Watchersubmits, watches the clock
A person decides
Prescriberreviews, edits and signs
What comes out
Signed request, submitted
Letter of medical necessity
Gaps for the office to close
One case, step by step

One request, from chart in to approved

Dr. Maya Chen prescribes Veltrimab for Jordan Reyes, 41, whose plaque psoriasis has not responded to topicals, phototherapy, methotrexate or the plan’s preferred biologic. His payer is Crestline Health, commercial, policy CHP-RX-118 with 11 criteria. Here is what happens next, screen by screen, in the working solution.

  1. 01Wednesday, 09:10

    Every open request on one runway

    Priya Raman · PA coordinator

    Priya opens the runway: 8 open requests, 5 that need her, 2 ready to sign. Each request is a line from the prescription to the payer’s decision. Theo Lindqvist’s expedited Part D request has 1 gap, Samuel Okoro’s payer asked a question that must be answered by Oct 9, Rafael Duarte’s denial is waiting for an appeal — and Jordan Reyes’s chart has just come in.

    Payer clocks: “Theo Lindqvist — Expedited · 24 h once sent · submit today.”

  2. 02Chart in

    46 pages, and the payer’s 11 criteria

    Priya Raman · PA coordinator

    Jordan’s chart arrived at 07:52: face sheet and insurance, the Veltrimab prescription, visit notes from November 2024 to September 2026, a lab report from August 2025 and the pharmacy fill history. The prior-therapy list is already on the left. Crestline Health’s policy CHP-RX-118 v2026.10 has 11 criteria for Veltrimab in plaque psoriasis. Priya presses Match evidence.

  3. 03One click

    Five steps, each shown as it runs

    The agents

    The Chart Reader classifies 46 pages into 9 documents and pulls out 61 facts with page numbers in 38 seconds. The Therapy History Builder finds 4 prior therapies and checks their dates against pharmacy fills. The Criteria Matcher works through the 11 criteria of CHP-RX-118, the Form Filler starts the payer form and the ePA question set, and a final gap check runs.

    Criteria Matcher: “11 criteria of CHP-RX-118 · 10 proven with citations.”

  4. 04About a minute later

    What Crestline asks, and the page that proves it

    Criteria Matcher

    On the left, what Crestline Health asks; on the right, the 16 chart passages that prove it, joined by lines. BSA 14% with scalp and palms on page 24 meets the severity criterion — “2 of 3 options met”; PASI was not recorded and does not need to be. Methotrexate 15 mg weekly for 18 weeks is backed by the start note, the stop note and five fills, and Tenzira, the preferred biologic, ran 15 weeks, confirmed by four fills. One criterion is red.

  5. 05The gap

    A TB test that is 14 months old

    Priya Raman · PA coordinator

    Crestline asks for a negative TB screening within 12 months before the first dose, and the only result in the chart is from Aug 4, 2025, on page 31. The matcher does not call it met: it names the gap and offers three ways forward — find a newer result, ask the patient to get tested, or explain an exception for the prescriber to sign. Priya presses Find a newer result, and 3 seconds later the lab interface returns one result not yet filed to the chart: a TB blood test (IGRA), collected Oct 3, 2026, negative.

    “Dr. Chen ordered a new test on Sep 22 — the lab feed may already have the result.”

  6. 06Attached

    Re-checked: 11 of 11

    Criteria Matcher

    Priya attaches the result. It joins the chart as page 47, and the matcher re-checks criterion 9 — proven, 99% confidence. Every criterion now rests on a cited page, and the request is ready for Dr. Chen.

    “Gap closed — 11 of 11 criteria proven · ready for Dr. Maya Chen.”

  7. 07Already filled

    Crestline’s form, every answer from a cited page

    Form Filler

    The Crestline Health Prior Authorization Request for Veltrimab is filled: member, prescriber with NPI, drug and strength, dose and frequency, ICD-10 L40.0, the clinical criteria and the prior-therapy table. 32 of 32 fields, and 14 of 14 questions of the ePA question set, each answer carrying its page number.

  8. 08About 10 seconds

    A one-page letter in Dr. Chen’s voice

    Letter Drafter

    With every criterion proven, Priya starts the Letter Drafter. In about 10 seconds it writes the letter of medical necessity: the request, the diagnosis and severity, a treatment-history table, the rationale against each step of the policy, and safety — 13 citations, every clinical statement linked to its page. Dr. Chen can click any paragraph to edit it; edits are tracked.

    “He has had an inadequate response to every step your policy describes.”

  9. 09Signed

    The prescriber reviews, attests and signs

    Dr. Maya Chen · Dermatologist

    Dr. Chen sees what she is signing: 11 of 11 criteria proven, the form complete, the letter cited, 9 cited documents attached. She ticks the attestation and signs with her e-signature and NPI. She could also send it to her signature folder for later — nothing goes to the payer until she signs.

    “I have reviewed this request, the letter and the attached records. They are accurate, and Veltrimab is medically necessary for this patient.”

  10. 10Minutes later

    Submitted by ePA, and approved

    Status Watcher

    Signing sends the request to Crestline Health by ePA, with the letter and the cited chart pages, and the Status Watcher watches for the answer. Crestline approves on automated review: authorization CH-26-884213, valid 6 months to Apr 6, 2027 — 0.7 days from the prescription. Jordan Reyes can start Veltrimab.

    Status Watcher · payer decision: “Approved — all criteria met on automated review.”

Who it’s for

Built for everyone between the prescription and the first dose.

The same request, seen by the four people in the practice who carry it — what their week looked like, and what it looks like now.

PR
Priya RamanPrior authorization coordinator
PA coordinator
Before
Reads every chart against every payer policy by hand, and learns about a missing lab when the denial comes back.
Now
Starts from criteria already matched to their pages, with the one gap named and the newer result found in the lab feed.
MC
Dr. Maya ChenDermatologist
Prescriber
Before
Signs letters of medical necessity she has no time to check against the chart.
Now
Reviews a complete request with every clinical statement cited, edits what she wants, and signs once.
DO
Dana OkaforMedical assistant
Coordinator
Before
Copies diagnosis codes, doses and therapy dates from notes onto each payer’s form.
Now
Gets the payer form and the ePA questions filled from the evidence, with an empty, flagged field wherever the chart is silent.
LB
Lena BrooksPractice manager
Manager
Before
Cannot say which payer, drug or missing document is holding patients back.
Now
Sees days from prescription to decision, first-pass approval by payer and product, and which gaps come up most.
Built on the engine

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

Five agents prove each payer criterion from the chart and draft the form and letter; the prescriber signs, and a sixth agent watches the payer's clock.

Chart Reader

Reads every chart page — notes, labs, prescriptions, fill history — classifies it and pulls out diagnoses, severity scores, drugs with doses and dates, and lab results with collection dates, each with the page it came from.

  • Every fact cites a page and the exact passage
  • Never infers a value that is not written
  • Minimum necessary patient information
Therapy History Builder

Builds the prior-therapy timeline — drug, dose, start, stop, weeks, outcome and reason stopped — and checks the dates against pharmacy fills.

  • Fill history wins on dates when notes are vague
  • Outcome quoted, never paraphrased into a stronger claim
  • Flags where notes and fills disagree
Criteria Matcher

Maps every criterion of the approved payer policy to the chart evidence: proven, which option was used for either-or criteria, or a gap the office must close.

  • Only approved policy versions
  • A gap is never marked met
  • Reasoning names the criterion and the page
  • Below 90% confidence, a person checks
Form Filler

Fills the payer’s prior authorization form and answers the ePA question set from the proven evidence, each answer cited, and attaches the cited pages.

  • No answer without evidence — the field stays empty and flagged
  • Nothing is sent without the prescriber’s signature
Letter Drafter

Drafts the one-page letter of medical necessity — and appeal letters — in the prescriber’s voice, every clinical statement cited.

  • No claims beyond the chart
  • No promotional language
  • Drafts only once every criterion is proven
  • The prescriber edits and signs
Status Watcher

Submits by ePA after the signature, tracks payer clocks, questions and decisions, and turns a request for information into a cited reply draft and a denial into an appeal draft.

  • Replies wait for the prescriber or coordinator
  • Status shared only with the patient’s consent
Prescriber

Reviews and signs. The agents propose; a named person decides.

Ask in plain words

Ask about any request, in plain words

Anyone in the office can ask about a request, a payer rule or a chart — or tell it what to change. Every answer points to the chart page behind it.

Why was Rafael Duarte denied, and can we appeal?

Northgate Rx denied Corventa on Sep 30 because “the records show a TNF blocker trial of 8 weeks”. They read the week-8 check-in. The Sep 15 note records 14 weeks of Tenzira with inadequate response, and four 28-day fills from Jun 9 to Sep 1 confirm it. The appeal answers exactly that, with both pages cited — the Letter Drafter writes it in one click and Dr. Haddad signs it.

How is step therapy proven?

From two sources that must agree: the visit notes (start, stop, outcome in the prescriber’s words) and the pharmacy fill history. For Jordan Reyes, methotrexate ran 18 weeks with 5 fills, and Tenzira 15 weeks with 4 fills. When notes are vague, the fills decide.

What did Prairie Mutual ask for?

Prairie Mutual asked for proof of a topical calcineurin inhibitor trial of at least 4 weeks. It is already in the chart: tacrolimus 0.1% for 6 weeks, Jan 12 – Feb 23, 2026. The reply is drafted for Dr. Chen to sign — due by Oct 9.

Which severity scores does the matcher read?

BSA and PASI for psoriasis, EASI and IGA for atopic dermatitis, CDAI and DAS28-CRP for rheumatoid arthritis, CDAI and SES-CD for Crohn’s. Either-or criteria count once any option is met: Jordan has no PASI recorded, but BSA 14% with scalp and palms satisfies two of Crestline’s three options.

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 runwayEvery open request from prescription to the payer’s decision, the signature folder, and the payer clocks that are running.
Chart in46 chart pages in 9 documents, the prior-therapy list, and the payer policy’s 11 criteria, ready to match.
Agents at workChart read, therapy dates checked against fills, criteria matched, form started, gaps checked — each step in view.
Criteria to evidenceWhat the payer asks on the left, the chart passages that prove it on the right — and the one gap in red.
Closing a gapA newer TB result found in the lab feed, not yet filed to the chart, ready to attach and re-check.
Every criterion proven11 of 11, the new result cited on page 47, and the request ready for the prescriber.
The payer’s form32 of 32 fields and 14 of 14 ePA questions answered from the evidence, each with its page.
Letter of medical necessityOne page in the prescriber’s voice, with a treatment-history table and a citation on every clinical statement.
Review and signWhat is being signed, the prescriber’s attestation and e-signature — nothing is sent until then.
ApprovedSubmitted by ePA and approved on automated review, with the authorization number and how long it is valid.
Payer rulesEach payer policy, versioned: a new version shown against the one in use, waiting for a person to approve it.
The practice dashboardDays from prescription to decision, outcomes, gaps caught before submission, and first-pass approval by payer and product.
Your practice’s rulesSigning and submission, evidence rules, who can do what, and sharing with a support program.
Governance

Built so the payer, the prescriber and the patient can trust every line.

Every answer cites its pageEach criterion, form field and sentence of the letter links to the chart passage it rests on. Click the citation and the page opens with the passage highlighted.
The prescriber signs every requestNothing goes to a payer without the prescriber’s e-signature and attestation, and the setting is locked on. Before she signs, the review screen shows the criteria proven, the form, the letter and every attachment.
A gap is never marked metWhen the chart does not prove a criterion, the request says so and stays open. The letter is not drafted until every criterion is proven, so it never claims what the chart does not show.
Payer policies, approved before useEach payer’s medical-necessity policy is versioned. A new version is compared with the one in use, and the matcher keeps using the old one until a person approves the change.
Minimum necessary, with consentThe chart is shared with the patient’s consent. A manufacturer’s support program sees a request’s status only, with the patient’s signed consent — never chart pages, letters or forms.
Every step on the recordEach agent step and each human action — the gap closed, the letter drafted, the signature, the submission, the decision — is on the request’s activity trail, and every settings change is recorded in the audit trail.
Configuration

Your practice’s rules, on top of each payer’s

How the office signs, submits and checks evidence is a setting, not a project.

SettingDefaultChoose from
Prescriber signs every requestLocked onAlways on
Draft the letter as soon as gaps closeOff — the coordinator starts itOn · Off
Who may press submit after signingPrescriber or coordinatorPrescriber or coordinator · Prescriber only
Flag lab results older than12 months3 to 24 months — the stricter of this and the payer’s window wins
Confirm therapy dates with pharmacy fillsOnOn · Off
A person checks a match below90% confidence85 · 90 · 95 %
What each person can doSet per personPrescriber — signs · Coordinator · Read only
Sharing with the manufacturer’s support programStatus only, with consentStatus only, with consent · Off
Connections

Works with the systems the office already uses

Health recordchart notes and documents, from the record, a fax or an upload
Lab interfaceresults with collection dates, including ones not yet filed to the chart
Pharmacy fill historyfill dates and supplies, to confirm therapy dates
Payer policiesmedical-necessity criteria by payer, product and indication
Payer PA formseach payer’s form template, filled and attached
ePA networksubmission, payer questions, status and decisions
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
1.2days
median from prescription to the payer's decision
By fax17 days
With agents1.2 days
target
84%
of requests approved the first time they are sent
approved first time
target
24min
from chart in to every criterion proven or flagged as a gap

“demo” = seen in the working solution, on its sample practice data · “target” = the design goal, measured in the live solution · “estimated” = our estimate · “typical” = published prior-authorization surveys (2024–25): 17 days by phone and fax, as little as 1.5 days electronically. People, patients, the practice, payers and drugs named on this page are characters in the working solution.

Questions

What practices and patient-services teams ask us.

What is prior authorization automation?

Software that takes the work of a prior authorization off the office: reading the chart, matching it to the payer’s medical-necessity criteria, filling the payer’s form and drafting the letter of medical necessity. The Prior Authorization Evidence Pack Builder does this with six agents, and the prescriber reviews and signs before anything is sent.

How does it prove each payer criterion?

The Criteria Matcher takes the approved version of the payer’s policy and, for every criterion, returns proven or gap, the chart passages behind it, which option was used for either-or criteria, a one-sentence reason and a confidence. Below 90% confidence a person checks the match.

What happens when the chart is missing something?

The criterion is marked as a gap, never as met, and the office sees exactly what is missing and why — for example, a TB test outside the payer’s 12-month window. It can look for a newer result in the lab feed, ask the patient to get tested, or write an exception for the prescriber to sign.

Does it handle step therapy?

Yes. The Therapy History Builder lists every prior therapy with dose, start, stop, weeks and outcome in the prescriber’s words, and checks the dates against pharmacy fills before a step-therapy criterion counts.

Does it submit requests by itself?

No. Nothing goes to a payer without the prescriber’s e-signature, and that setting is locked on. After signing, the request is submitted by ePA by the prescriber or a named coordinator, as the practice chooses.

What about payer questions and denials?

The Status Watcher tracks each payer’s clock. When a payer asks for more information, it finds the answer in the evidence and drafts a cited reply; on a denial it compares the reason with the chart and drafts an appeal. The prescriber or coordinator decides what is sent.

What happens when a payer changes its policy?

The new version is read, its criteria compared with the version in use, and the requests it affects listed. The matcher keeps using the current version until a person in the practice approves the change.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements — your payer policies, PA form templates, letter style and a sample of past requests — and it goes live once every quality gate has passed. We will walk you through it on your own requests first.

See it on
your requests.

We’ll run the Prior Authorization Evidence Pack Builder on a sample of your own past requests and payer policies.