Next-gen payment integrity

Pre-flight compliance. Sealed proof.

Policy twin. AVA continuous RADV readiness on the models CMS actually audits today (V22/V24). V28, MEAT, and vacated extrapolation stay ready, not active. Then CREB, AREB, PIEB, and RREB when the record must stand alone. Upstream of the claim. Ahead of the sample letter.

AVA and the policy twin are updated as CMS finalizes or proposes changes. Live scoring remains on the models CMS is actually using in current RADV audits (V22/V24). New 2027 - 2028 provisions - risk-adjustment model refreshes, unlinked chart-review exclusions, HHS-RADV refinements, prior-authorization API mandates, and IPPS/quality-program shifts - are modeled, staged, and held ready for activation the moment they become operative.

Currently tracking
Risk-adjustment refresh · staged Unlinked chart-review · staged HHS-RADV refinements · staged Prior-auth API mandate · staged IPPS / quality programs · staged
Pre-adjudication AVA V22 / V24 live CREB / AREB / PIEB / RREB
Policy twin Simulate CMS rules and edit packs against MLR before you deploy them.
Pre-flight documentation scoring Score HCC documentation support while the encounter is still open.
AVA Shadow RADV on V22/V24. Sample stress months ahead of CMS selection.
Cost avoidance Hold high-risk dollars for review before disbursement, not years later.
AI-vs-AI guardrails Validate provider AI scribes and coding bots against real policy.
Sealed CREB family CREB, AREB, PIEB, RREB - plus RADV profiles of each. You own the seal.
Paradigm shift

From evidence after the fact to attestation at the gate.

Legacy payment integrity waits for money to move, then fights to get it back. Next-gen JIL scores, simulates, and seals before capital leaves the building.

Retrospective

Pay and chase

  • Trigger: post-payment / post-audit demand
  • Static evidence bundle export
  • Value: clawback and dispute defense
  • High provider friction after the fact
  • AI used for post-hoc extraction
Under the hood

Same capabilities. More depth.

Everything in the hero expands here for teams that want the operating detail.

01 · Sandbox

Policy simulation twin

Run live claim streams through a digital twin of payment policy. Model CMS RADV rule changes and edit packs against MLR and revenue integrity before you deploy them.

02 · Escrow

Predictive cost avoidance

Risk-score claims at intake. High audit-risk dollars can be held in a targeted review path before disbursement instead of recovered years later under pressure.

03 · Ambient

Pre-flight documentation scoring

Continuous documentation support scoring for HCCs. Catch weak charts while the encounter is still actionable - using CMS record-validity standards, not coding folklore. MEAT is not cited as CMS law.

04 · Stress test

AVA - shadow RADV

Live scoring is V22/V24 - the models current CMS RADV audits use. V28 is coded and held ready, not active. Stress tests project sample exposure; they are not a booked CMS liability and not nationwide extrapolation.

05 · AI guardrail

AI-vs-AI verification

Provider AI scribes and coding bots flood payers with perfect-looking claims. JIL validates clinical logic against policy so algorithmic coding does not outrun proof.

06 · Attestation

Live evidence chain

Move beyond static ZIP packages. Hash-linked clinical, temporal, and review events form a tamper-evident chain that becomes CREB or AREB when the institution needs sealed proof.

A finding is still not evidence.

Even with better detection, the moment a counterparty or auditor pushes back, you still need chain of custody, clinical spans, and a record that can stand alone.

That is why every serious path ends in a sealed package: CREB when something went wrong, AREB when you must prove it went right.

Before → After
Stop exposure upstream when you can. Seal the proof either way so audit response does not start from zero.
Same claim. Two endings.

Spreadsheet path vs sealed path.

Detection is a commodity. Proof is the product.

Typical PI output

  • Flagged claim
  • Suspected overpayment
  • Analyst note in a queue
  • You still authenticate and defend
Path ends at negotiation and re-work

JIL sealed output

  • Cryptographically sealed record
  • Chain of custody intact
  • Clinical evidence spans included
  • Self-authenticating design (FRE 902(14)-oriented)
Path continues into audit, recovery, or court
We hand you the case already built.

Not another reason to open a file. The file.

Medicare Advantage · AVA

RADV readiness that starts before the sample letter

AVA is the continuous shadow workbench: SIU queue, documentation-support calibration, sample stress. Live scoring is V22/V24 - the models CMS uses on current RADV audits. V28, MEAT, and B11 extrapolation stay ready, not active. RADV is a profile of CREB / AREB / PIEB / RREB, not a fifth engine.

Before the letter

AVA scores HCC support on V22/V24. Simulated sample exposure. Stress tests months ahead of selection.

When the sample lands

Match enrollees to sealed CREB-RADV / AREB-RADV / PIEB-RADV / RREB-RADV packages. Fill only true gaps.

After the fight

Confirmed findings structured for recovery. Outcomes calibrate the models. The ledger remembers.

The output is still the product

One ledger. Two lenses.

Whether you stopped the dollar upstream or proved it downstream, the institution needs a sealed record it owns.

Adverse path

CREB. Court Ready Evidence Bundle.

Unsupported HCCs. Improper payments. Integrity failures. Built for SIU, recovery, counsel, and litigation, with evidence spans and provenance inside the seal.

Affirmative path

AREB. Audit-Ready Evidence Bundle.

Proof that diagnoses and payments were supported. Defense-ready for CMS RADV, auditors, and regulators. Not merely "no finding was issued."

CREB-RADV recovers the weak. AREB-RADV defends the strong. PIEB-RADV and RREB-RADV (RRADV) complete the family. AVA runs them in shadow on V22/V24.

Operating model

Intelligence. Simulate. Package. Seal. Act.

Shadow by default. Pre-adjudication where governance allows. Sealed proof when it must stand alone.

  1. Ingest. Claims, encounters, clinical documents, policy signals.
  2. Score continuously. Documentation support, coding, necessity, emerging risk agents.
  3. Simulate. Policy twin and RADV stress tests before rules or samples hit production.
  4. Package. Canonical CREB / AREB payloads with content hashes and evidence spans.
  5. Seal. Attestation and tamper-evident anchoring. You own the record.
  6. Act. Hold, review, recover, or defend from the same proof family.
Neutral Not a payer, provider, or competitor
Yours Customer-owned sealed records
CourtChain Tamper-evident anchoring
FRE 902(14) Self-authentication oriented

Stop the dollar upstream. Seal the proof either way.

Bring a RADV exposure question or a pre-adjudication use case. Leave with a clear view of AVA (V22/V24 live; V28 ready, not active) and sealed CREB / AREB / PIEB / RREB, and whether a shadow pilot is worth 6 to 10 weeks.