We Assess Deployments, Not Models

Know exactly how your AIperforms before you deploy it.

MaacVerify gives procurement, compliance, and risk leaders independent, audit-defensible evidence of how an AI deployment performs across nine cognitive dimensions — with signed reports, documented failure modes, and ongoing drift monitoring built for the organizations accountable when AI gets it wrong.

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Enterprise inquiries · info@maacverify.ai

Built for

Healthcare & Clinical AI
Legal & Contract AI
Financial Services & Underwriting
Regulated Procurement
Vendor Risk Management
The Problem

Your AI vendors hand you a leaderboard score. Your regulators want evidence.

Procurement, compliance, and risk teams are accountable for AI decisions they cannot independently verify. Vendor benchmarks are not audit artifacts — and they will not stand up under regulator, board, or litigation scrutiny.

Procurement risk

Vendor scorecards are marketing, not evidence.

Sales decks cite generic leaderboards that were never designed to predict performance on your decisions. Procurement is signing off on risk it cannot quantify.

Regulatory exposure

Self-attestation will not satisfy a regulator.

EU AI Act, HHS, OCC, and FINRA expect documented, independent evaluation. Internal QA is not the third-party evidence your auditors and supervisors require.

Domain mismatch

Generic benchmarks do not reflect your decisions.

Clinical triage, contract review, and credit underwriting each carry distinct risk surfaces. Public test sets average across domains your AI will never actually operate in.

Post-deployment drift

Behavior changes silently. Liability does not.

Provider updates, fine-tuning, and prompt revisions shift production behavior. Without an independent baseline, drift surfaces in incidents and audit findings — not dashboards.

The MAAC Standard

One independent standard your procurement,compliance, and risk teams can rely on.

MaacVerify produces signed, audit-defensible dimensional performance profiles for AI deployments — the independent evidence your compliance, procurement, and risk teams need.

Independent · Defensible

MaacVerify is the independent assessment authority for the MAAC standard. We do not build, sell, or train models. We do not assess labs in the abstract. We assess deployments for accountable organizations, and assessments are conducted by domain-credentialed specialists trained on the MAAC protocol — never by the vendors whose systems are under evaluation.

  1. 01

    Hallucination Control

    Measures calibrated uncertainty and hallucination restraint — whether the system knows when not to answer. The property your reviewers, auditors, and regulators rely on.

  2. 02

    Complexity Handling

    Quantifies decomposition and solution quality on multi-step problems — the complex cases your business actually escalates, not the easy ones it handles today.

  3. 03

    Content Quality

    Assesses coherence, richness, and communicative quality of outputs — whether responses honor the rules of your operating domain when they conflict with the obvious answer.

  4. 04

    Process-Outcome Alignment

    Establishes behavioral consistency between process and final output — the measured baseline against which production drift is tracked before it becomes an incident.

Offerings

Independent assessment, end-to-end.

Three commercial offerings — purpose-built for AI procurement, compliance, risk, and governance leaders deploying AI where failure carries regulatory or financial exposure.

Product 01

MAAC Assessment

An independent, signed assessment of an AI system against your decision domain — formatted for regulatory submission, vendor procurement, and board-level AI governance.

  • Independent, third-party evidence
  • Documented failure-mode inventory
  • Audit-defensible, citable artifact
  • Signed by credentialed MAAC assessors
Product 02

Custom Evaluation Corpus

A scenario set built to your decision space — clinical, legal, financial — for use in vendor selection, internal QA, and ongoing model evaluation across your AI portfolio.

  • Built to your decision space
  • Available for vendor and internal evaluation
  • Versioned, reproducible, controlled
  • Used across procurement and QA
Product 03

Drift Monitoring API

Continuous post-deployment monitoring against your assessed baseline — surfacing material behavior change to risk and compliance teams before it surfaces in incidents or audit.

  • Assessed baseline at deployment
  • Alerting on out-of-tolerance drift
  • Quarterly governance reports
  • REST API + SIEM integration
Services

Expert witness and regulatory support

MAAC assessment results formatted for regulatory submission, procurement evaluation, and board-level governance reporting.

Enterprise

Enterprise programs across AI portfolios

Multi-deployment assessment programs for organizations standardizing on a single AI evaluation framework across business units and regions.

Engagement Tiers

Choose your engagement scope

Single System

One model, one domain, point-in-time assessment.

Contact for pricing

Portfolio

Multiple use cases across business units, on an annual cadence.

Contact for pricing

Enterprise

Custom corpus, continuous drift monitoring, SIEM integration.

Contact for pricing

Why MaacVerify

Built for the people accountable when AIgets it wrong.

MaacVerify exists because procurement, compliance, and risk leaders need independent, defensible evidence — not vendor claims — when they must show how a deployment performs in an environment their organization is accountable for.

For Procurement
Independent vendor evidence

Replace vendor self-attestation with third-party dimensional performance evidence for your decision environment.

For Compliance
Audit-defensible documentation

Signed reports and failure-mode inventories aligned to the documentation regulators expect.

For Risk
Quantified deployment exposure

A documented profile of where the system performs and where it doesn't — before failure becomes an incident.

For Governance
One standard across the portfolio

A single, consistent assessment framework applied across vendors, business units, and regions.

The MAAC standard is grounded in independent, peer-reviewed methodology with published, citable validation — providing the documentary substrate auditors and regulators expect. Available on request.

Engage MaacVerify

Bring verified cognitive assessment to your AI portfolio.

Engagements begin with a scoping conversation between your AI governance leadership and a credentialed MAAC assessor. Pricing is determined by domain, scenario corpus scope, and assessment cadence.

Enterprise inquiries