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Medical Policy Search

Medical policy search that answers which coverage criteria applied on the date — with the policy section and version that say so

The criteria that apply, with the policy section and version that say so.

See one case, screen by screen ↓
demo6.8sto the criteria in force on the date of service — 6 editions read, 6 of 6 quotes matched word for word
demo41decisionson Medicare Advantage members found citing the same criterion Medicare does not have — $31,870 denied on 29 claims
target10sto the cited criteria in force, against 15–25 minutes by hand
typical80.7%of appealed Medicare Advantage prior-auth denials were overturned in part or in full in 2024
In short

What is Medical Policy Search?

Software that answers which coverage criteria applied to a service, for a plan type, on a date — from the plan’s medical policies, Medicare’s coverage rules and the state Medicaid manual. Medical Policy Search quotes each criterion with its section and edition, and shows every edition of the policy on one strip.

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Updated

The problem

Why the wrong criteria end up in a denial

A health plan keeps hundreds of medical policies, and each is reissued several times a year. A UM nurse, a physician reviewer, an appeals nurse and a member service representative all ask the same question all day: for this service, this plan type and this date, which criteria applied? The answer sits in a policy portal of PDFs that shows only the current edition, a shared drive of retired editions, the Medicare Coverage Database in another tab and the state Medicaid manual.

So denials quote the edition in force on the day of review, not on the date of service, and commercial criteria get applied to Medicare Advantage members — even though a Medicare Advantage plan may use its own criteria only where Medicare’s are not fully established. Reconstructing what changed between two editions, which is exactly what appeals and provider disputes turn on, is done by hand from PDFs.

estimated15–25minto find the policy, the edition in force on the date and Medicare’s rule, and compare them by hand
typical13%of the MA prior-auth denials HHS-OIG reviewed met Medicare’s coverage rules — often denied on internal criteria Medicare does not have
demo61policiesof 214 changed in 2026 alone, across 1,312 editions on file
Where the days go when a criterion is cited from the wrong editionestimated
By hand6 days
With the solution1.8 days
  • Rebuilding the edition in force on the date of service from retired PDFs0.5 → 0.1 d
  • Checking Medicare’s coverage rule and the other plan types0.5 → 0.1 d
  • Finding other decisions that cited the same section3 → 0.1 d
  • Drafting the rationale for the physician reviewer1 → 0.5 d
  • Physician review and signature1 → 1 d

Estimated split for one wrong-edition citation — the appeal in front of the nurse and the search for every other decision that cited it — by hand and with the solution.

How it works

How a question is answered

Six agents find the edition in force on the date, check Medicare's rule and quote each criterion; a physician reviewer decides.

What comes in
Question in1 question · service, plan type, date
Agents at work
Question readercodes and date rule
Then
Version finderedition in force
Medicare rule checkerNCD and LCD
Then
Plan-type comparerMA, Medicaid, commercial
Change trackertracked changes
Then
Citation checkerword for word
A person decides
Physician reviewerdecides and signs
What comes out
Criteria with section and edition
Differences by plan type
Every edition on one strip
Criteria beyond Medicare flagged
One case, step by step

One glucose monitor, from denial to overturn

Dolores Whitfield, 68, a Medicare Advantage HMO member on basal insulin, got a continuous glucose monitor on 18 Aug 2026. The claim for $841.20 was denied on 4 Sep. Here is what happens next, screen by screen, in the working solution.

  1. 01Filed 28 Sep

    A payment reconsideration with a section that looks wrong

    Renee Okafor · Appeals nurse

    APL-26-04417: Karen Whitfield, her daughter and appointed representative, asks the plan to reconsider claim CLM-26-8836104 from Brightwater Medical Supply — a receiver (E2103) and three months of sensors (A4239). The denial notice says the records do not show meter testing four times a day for 60 days, “as required by medical policy MP-DME-031, section 3.6”. The reconsideration is due 27 Nov.

    Margin note on the denial: “Wrong edition. §3.6 took effect 1 Sep 2026 (v9). On 18 Aug 2026, v8 was in force and has no §3.6.”

  2. 02One question

    Service, plan type, date of service — and the answer

    Renee Okafor · Appeals nurse

    Renee asks: continuous glucose monitor, Medicare Advantage HMO, 18 Aug 2026. The answer comes back as a policy page: MP-DME-031 v8, in force 1 Jan to 31 Aug 2026, approved by the UM committee on 9 Dec 2025 — five criteria and a supply limit, §3.1 to §3.5 and §3.7, each quoted with section, edition and page, each marked against LCD L33822.

    “On 18 Aug 2026, MA HMO members were reviewed against MP-DME-031 v8: 5 criteria and a supply limit, all within Medicare’s rule.”

  3. 036.8 seconds

    How the answer was found, step by step

    The agents

    The question reader turned the words into E2103 and A4239, the plan type and the date of service. The version finder read six editions and picked v8. The Medicare rule checker found LCD L33822 governs. The plan-type comparer found the same criteria for every plan type on that date, and the citation checker matched 6 of 6 quotes to v8 word for word, pages 2–3.

  4. 04On the strip

    The edition the denial quoted

    Renee Okafor · Appeals nurse

    Under the answer runs every edition of MP-DME-031, from v5 in 2023 to the v10 draft, with Medicare’s rule beside it. Renee clicks v9: §3.6, the testing log, appears underlined in green — added in v9, effective 1 Sep 2026, 14 days after the date of service — not in force for this question.

    “Beyond Medicare’s rule. LCD L33822 has had no testing-frequency requirement since 18 Jul 2021, and a Medicare Advantage plan may not add one (42 CFR 422.101(b)(6)).”

  5. 05Back to v8

    Back to the date of service, and §3.6 is struck out

    Renee Okafor · Appeals nurse

    She moves back to v8. The criteria change in place as tracked changes: §3.6 is struck through in red and folds away. On 18 Aug 2026 the criterion did not exist — and for a Medicare Advantage member it would not apply even later.

    “Not in force on 18 Aug 2026 — v9 added it 1 Sep 2026.”

  6. 06Side by side

    The same criteria, five plan types

    Plan-type comparer

    The plan-type comparison lays each criterion across Medicare Advantage HMO and PPO, Medicaid managed care, commercial employer group and individual exchange. Under today’s v9 it shows §3.4(a) narrowed for commercial and exchange to three or more insulin injections a day or a pump — and §3.6 applied to every plan type, Medicare Advantage included.

  7. 07Redline

    What changed between v8 and v9, and who approved it

    Change tracker

    The full tracked changes: one change, §3.6 inserted by v9, approved by the UM committee on 11 Aug 2026. The edition list shows each edition’s summary and approval, and marks v8 “on the date asked” and v9 “beyond Medicare”.

  8. 08Run the check

    The records against v8, and a drafted overturn

    Decision drafter

    On the appeal, five steps: read the denial, find the edition in force on 18 Aug 2026, check Medicare’s rule, match the records to v8 §3.1–§3.5, draft the decision. Type 2 diabetes, a prescription and an in-person visit on 2 Jul 2026, insulin glargine 22 units daily — 5 of 5 met, §3.6 not in force. Recommended: overturn, pay $841.20 to Brightwater Medical Supply, with the rationale cited and editable.

    “Five steps, about 8 seconds. Nothing is decided by the agents.”

  9. 09Signed

    The physician reviewer decides

    Dr. Samuel Achterberg · Physician reviewer

    Renee sends the case to Dr. Achterberg with the dated answer and five citations. He sees the edition in force, MP-DME-031 v8, the Medicare rule, LCD L33822, and 5 of 5 criteria met — and signs the overturn. Payment of $841.20 is released, and Renee sends the decision letter to Ms. Whitfield and the supplier.

  10. 10Same citation

    Forty other members, found and sent back for review

    Renee Okafor · Appeals nurse

    Since 1 Sep, 41 decisions on Medicare Advantage members cited §3.6: 29 claims with $31,870 denied and 12 prior authorizations. In 9 the service came before 1 Sep, when §3.6 did not exist; 7 are already appealed. Renee sends 40 to re-review and tells the director of medical policy. On 21 Oct the UM committee votes on v10, which limits §3.6 to commercial and exchange plans.

Who it’s for

Built for everyone who asks which criteria applied.

The same question, asked by five people across the plan — what their day looked like, and what it looks like now.

RO
Renee Okafor, RNMedicare Advantage reconsiderations
Appeals nurse
Before
Works 14–18 reconsiderations a day, each a question of what applied on a past date — rebuilt from PDFs and a shared drive. “The denial quotes today’s policy. The member got the service in August.”
Now
Asks once and gets the edition in force on the date of service, the tracked changes since, and every other decision that cited the same section.
SA
Dr. Samuel AchterbergDME and endocrinology
Physician reviewer
Before
Signs every adverse or overturned medical-necessity decision, and has to trust the edition someone else looked up. “Show me the sentence, the section and the version. Then I sign.”
Now
Gets the sentence, the section and the edition, the Medicare rule beside it and the records matched to each criterion — and signs.
PV
Priya VenkataramanUM committee secretary
Director of medical policy
Before
Owns 214 policies and their review calendar, and learns a criterion goes beyond Medicare when the appeals come in. “Every edition we publish has to hold up for every plan type.”
Now
Gets every criterion beyond Medicare flagged to her, every effective date on one calendar, and the UM committee agenda beside it.
LH
Lena Hartigan, RNPrior authorization
UM nurse
Before
Works 40+ prior-auth requests a day against criteria. “I need the criteria for the plan in front of me, not all five.”
Now
Sees the criteria for the member’s plan type on the date of request, with the differences from the other plan types laid out beside them.
MB
Marcus BellMember services
Member service representative
Before
Answers “is it covered?” while the member waits. “I can’t read a 14-page policy while someone’s on hold.”
Now
Searches the service, plan type and date, and reads a plain-language answer on a read-only view.
Built on the engine

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

Six agents find the edition in force on the date, check Medicare's rule and quote each criterion; a physician reviewer decides.

Question reader

Turns a question into service codes, a plan type and the date that decides the edition — date of service for claims, date of request for prior authorization, admission date for inpatient stays.

  • Never guesses a plan type or a date — asks
  • Asks when the service maps to more than one policy
Version finder

Finds the edition of the policy in force on the governing date, with its effective dates, its UM committee approval and the editions before and after it.

  • Never answers from the current edition when a date is given
  • Drafts are shown, never quoted as in force
Medicare rule checker

For Medicare Advantage, finds the NCD, LCD or benefit manual section that governs the service on the date, and flags plan criteria that add a requirement Medicare does not have.

  • Never decides that a criterion is lawful — flags only
  • Never shows a flag to a member
Plan-type comparer

Lays the criteria side by side for Medicare Advantage, Medicaid, commercial and exchange plans on the same date.

  • Never merges criteria across plan types
Change tracker

Builds the tracked changes between any two editions, word by word, with the committee approval and the evidence cited — and every Monday reads Medicare and state Medicaid coverage changes and lists the policies whose answers would change.

  • Never edits a policy — drafts and flags only
Citation checker

Confirms each quoted criterion matches the source edition word for word, with section and page.

  • No answer leaves without a citation
  • A quote that does not match blocks the answer
Decision drafter

On an appeal, matches the member’s records to the criteria in force, marks each one met, not met or not in force, and drafts the rationale and the letter — every sentence cited.

  • Never decides or signs
  • Never sends a letter
Physician reviewer

Decides and signs; the UM committee approves editions. The agents propose; a named person decides.

Ask in plain words

Ask it in plain words

Anyone on the team can ask which criteria applied for a service, a plan type and a date. It answers from the edition in force, with citations.

Which criteria applied to Dolores Whitfield’s glucose monitor on 18 Aug?

Edition v8 of MP-DME-031, in force 1 Jan to 31 Aug 2026. It has five criteria: diabetes, training, use as labelled, insulin or problematic hypoglycemia, and a visit in the six months before the order. There is no §3.6: the testing log came in v9 on 1 Sep, two weeks after the service.

What changed in MP-DME-031 on 1 Sep 2026?

v9 made two changes. It inserted §3.6, a 60-day log of meter tests four times a day, for every plan type, and it narrowed §3.4(a) for commercial and exchange plans to three or more insulin injections a day or a pump. The committee cited internal utilization data, not published evidence.

Can §3.6 apply to Medicare Advantage members?

No. For Medicare Advantage, glucose monitors follow LCD L33822, which has had no testing-frequency requirement since 18 Jul 2021. A plan may use its own criteria only where Medicare’s are not fully set, and on public evidence (42 CFR 422.101(b)(6)). The v10 draft limits §3.6 to commercial and exchange from 1 Jan 2027.

Find other Medicare Advantage denials that cited §3.6

41 since 1 Sep 2026: 29 claims ($31,870 denied) and 12 prior authorizations. In 9 of them the service came before 1 Sep, when §3.6 did not exist. Seven are already under appeal, including Ms. Whitfield’s.

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 dated answerService, plan type and date of service in; the edition in force out, each criterion quoted with section and page, the strip of editions below and how the answer was found on the right.
A later edition, on the stripViewing v9: §3.6 shown as inserted, 14 days after the date of service, with the Medicare rule check in the margin.
Back to the date of service§3.6 struck through as a tracked change — not in force on 18 Aug 2026.
Criteria by plan typeEach criterion across Medicare Advantage HMO and PPO, Medicaid managed care, commercial and exchange, with the differences marked.
Tracked changes between editionsAny two editions compared word by word, with the UM committee approval and the Medicare check in the margin.
The appealThe denial notice under appeal with margin notes on the wrong edition, and the nurse’s other open reconsiderations.
Records against the criteria in forceEach criterion met or not in force, with the record that shows it, and a cited overturn drafted for the physician reviewer.
The physician reviewer signsThe overturn signed with the edition in force, the Medicare rule and the criteria met in view.
Every decision with the same citation41 Medicare Advantage decisions that cited §3.6, why each does not hold, and one step to send them to re-review.
Every medical policy214 policies with the current edition, next review, plan types and the Medicare rule each sits beside.
What changes, and whenPlan editions and Medicare and Medicaid changes by effective date, and the UM committee agenda.
Another question: lumbar spine MRIMedicare Advantage PPO on 3 Oct 2026: four criteria, one beyond Medicare’s rule — a prior x-ray Medicare does not require.
Your plan’s rulesWhich date decides the edition, the rules that govern each plan type, the contractors followed and who approves.
Governance

Built for appeals and audits: quoted, dated, signed.

Quoted word for word, cited to the pageCriteria are shown in the policy’s own words, with section, edition and page on every one. A quote that does not match the source edition blocks the answer.
The edition in force on the date, never today’sEach answer follows the plan’s date rule — date of service, date of request or admission date. Draft editions are shown on the strip, never quoted as in force.
Medicare first for Medicare AdvantageMedicare Advantage answers follow Medicare’s national and local coverage rules first. Plan criteria beyond them are flagged to the director of medical policy, never shown to the member.
A physician reviewer decides and signsAgents draft the rationale and the letter. Overturns and adverse decisions are signed by a physician reviewer; no agent decides, signs or sends a letter.
Editions go through the UM committeeNew editions are voted by the UM committee and published by the director of medical policy. The change tracker drafts and flags; it never edits a policy.
Every step on the recordEach appeal keeps an activity trail of who checked, sent, signed and sent the letter, and when. Settings changes are versioned and on the audit trail too.
Configuration

Your plan’s rules, not ours

Which date decides the edition, which rules govern each plan type, and who signs are settings, not a project.

SettingDefaultChoose from
Claims and payment appeals — the edition in force onDate of serviceDate of service · Date the claim was received
Prior authorization — the edition in force onDate of requestDate of request · Planned date of service
Inpatient staysAdmission dateAdmission date · Each day of the stay
Flag plan criteria beyond Medicare’s ruleOn — sent to the director of medical policyOn · Off
Medicare contractors followedDME MAC Jurisdiction B + A/B MAC Jurisdiction 8DME MAC Jurisdiction B + A/B MAC Jurisdiction 8 · All DME and A/B MAC jurisdictions
Medicare coverage rules syncedWeekly, Mondays 06:00Weekly, Mondays 06:00 · Daily, 06:00
Keep editions back to10 years10 years · 7 years · Forever
New editions published byPriya VenkataramanPriya Venkataraman · Dr. Hal Mbeki
Connections

Works with the sources you already keep

Your medical policiesevery edition, read from the policy portal when published
Medicare coverage rulesnational and local coverage rules and the benefit manual, synced weekly
State Medicaid manualthe state’s coverage rules for Medicaid managed care
Plan benefit documentswhat commercial and exchange members are covered for
Claims and prior-auth decisionsthe policy, section and edition each decision cited
Appeals and member recordsthe denial, the records and the decision letter
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
10s
to the cited criteria in force, against 15–25 minutes by hand
By hand15–25 min
With agents≈ 10 s
typical
80.7%
of appealed Medicare Advantage prior-auth denials were overturned in 2024
typical
13%
of MA prior-auth denials met Medicare's rules, often denied on internal criteria

“demo” = seen in the working solution, on its sample health plan data · “target” = the design goal, measured in the live solution · “estimated” = our estimate (15–25 minutes by hand) · “typical” = published figures (KFF, Medicare Advantage prior authorization determinations in 2024, 2026 — 80.7% of appealed denials overturned; HHS-OIG OEI-09-18-00260, 2022 — 13% of denials met Medicare coverage rules). The Medicare Advantage rule is CMS-4201-F, 42 CFR 422.101(b)(6). People, plans and providers named on this page are fictional — characters and sample data in the working solution.

Questions

What medical policy and UM teams ask us.

What is medical policy search software?

Software that answers which coverage criteria applied to a service, for a plan type, on a date — from the plan’s medical policies, Medicare’s coverage rules and the state Medicaid manual. Medical Policy Search quotes each criterion with its section and edition, and shows every edition of the policy on one strip.

How does it find the criteria in force on a date of service?

The question reader works out the governing date by the plan’s date rule — date of service for claims, date of request for prior authorization, admission date for inpatient stays. The version finder then picks the edition in force on that date; it never answers from the current edition when a date is given.

How does it handle Medicare Advantage members?

For Medicare Advantage, the Medicare rule checker finds the NCD, LCD or benefit manual section that governs the service on the date, and flags any plan criterion that adds a requirement Medicare does not have, citing 42 CFR 422.101(b)(6). It flags; the director of medical policy decides.

Can it show what changed between two editions of a policy?

Yes. Move along the strip, or pick any two editions, and the criteria change in place as tracked changes — inserted words underlined in green, removed words struck in red — with the effective date and the UM committee approval in the margin.

Will it find other denials that cited the same criterion?

Yes. In the working solution, one appeal led to 41 Medicare Advantage decisions that cited the same section since it took effect, each with the reason it does not hold. The appeals nurse sent 40 to re-review and told the director of medical policy.

Does the AI decide coverage or deny claims?

No. Agents find, quote, compare and draft. A physician reviewer decides and signs overturns and adverse decisions; the UM committee votes on new editions and the director of medical policy publishes them. No agent may deny, approve, edit a policy or send a letter.

Which sources does it read?

Your medical policies and every past edition, Medicare national and local coverage rules, the state Medicaid manual and plan benefit documents. Editions are read from the policy portal when published, Medicare rules are synced weekly and the state manual monthly.

How long does it take to go live?

The Agentic Solution Engine builds and deploys it from your requirements — your medical policies and their editions, your date rules and a sample of decided appeals — and it goes live once every quality gate has passed. We will walk you through it on your own policies first.

See it on
your medical policies.

We’ll run Medical Policy Search on your own policies and a sample of your decided appeals.