Frequently Asked Questions
Answers to the questions enterprise leaders, compliance teams, and procurement professionals most often ask about MaacVerify and the MAAC certification framework.
MaacVerify is an independent AI certification authority. We assess enterprise AI deployments against the MAAC (Multi-Dimensional Assessment for AI Cognition) framework — a peer-reviewed, academically validated instrument built to measure how AI systems actually perform in real operational environments.
MAAC is a nine-dimension cognitive assessment framework developed through peer-reviewed research and validated through a four-paper academic dissertation series. It evaluates AI deployments across: Cognitive Load, Tool Execution, Content Quality, Memory Integration, Complexity Handling, Hallucination Control, Knowledge Transfer, Processing Efficiency, and Process-Outcome Alignment. All nine dimensions are assessed together as a complete instrument — no partial assessments, no selected panels.
No — and that distinction matters. MaacVerify certifies deployments, not models. We assess how a specific AI system performs within your organization's environment, workflows, and use cases. The same underlying model can perform very differently depending on how it's deployed, configured, and integrated.
MaacVerify certification works like ISO certification — it's process certification. We certify that a deployment was assessed under the MAAC protocol by credentialed assessors, and we deliver a dimensional performance profile across all nine dimensions. The MAAC seal means: this system was independently tested under a defined, peer-reviewed protocol. What the enterprise does with those findings is entirely their determination. We run the assessment. You run the enterprise.
MaacVerify is built for regulated enterprises accountable for AI-driven decisions — healthcare organizations, legal firms, financial services institutions, and others operating in high-stakes environments where AI performance has real consequences.
Most AI evaluations are vendor-run, model-centric, or based on narrow benchmarks. MaacVerify is independently operated, deployment-focused, and grounded in a validated academic framework. We have no commercial relationship with any AI model provider. Our only clients are the enterprises accountable for using AI responsibly.
Would you trust a pharmaceutical company to be its own FDA? Vendor benchmarks measure what vendors want to measure. MaacVerify provides independent, third-party evaluation so your organization — not your vendor — holds the documented record of how your AI systems actually perform.
Unverified AI deployments expose organizations to regulatory liability, reputational damage, clinical or legal errors, and operational failures. MaacVerify gives compliance, legal, and executive teams documented evidence of how AI systems perform across nine defined cognitive dimensions — produced by an independent, credentialed assessor under the MAAC protocol.
Yes — and rapidly. Regulatory frameworks across the EU, US, and industry-specific bodies are increasingly requiring organizations to demonstrate AI oversight and accountability. MaacVerify certification provides a structured, defensible record of due diligence that boards, regulators, and procurement teams can rely on.
Every certification produces a structured report documenting AI system performance across all nine MAAC dimensions. This gives compliance officers, legal teams, and regulators a clear, standardized, independently produced record — not a marketing document from your vendor.
The cost of an unverified AI failure in healthcare, legal, or financial services — in liability, regulatory action, or reputational harm — dwarfs the cost of certification. MaacVerify is risk management, not overhead.
For pricing and engagement inquiries, contact info@maacverify.ai.
