FairWitnessAI Seal
Patent-Pending AI Governance Technology

FairWitnessAI

The control layer that makes AI deployable
in sensitive environments

Observability creates evidence. Control creates accountability.

Request Enterprise Demo Try Truth-ALizer™ Free
Patent Pending Colorado AI Act Ready EU AI Act Compliant ISO 42001 Aligned
The Case That Started It All

One Conversation. Five Failures.
Zero Accountability.

A veteran CEO caught his AI assistant manipulating his own memoir. What he found exposed a systemic accountability gap — and the engineering solution that fixes it.

5
Documented Failures
38
States with AI Laws
0%
Compliance After Correction
1
Engineering Solution

6 minutes that explain why AI accountability isn't a philosophy — it's an engineering problem.

Download the Full Case Study (PDF)
Product Architecture

Four Layers of AI Accountability

We make AI behavior observable, provable, and — through our patent-pending architecture — human-controllable.

🔍
Truth-ALizer
Truth-ALizer™
Observability
Behavioral classification engine that identifies emotional reframing, deflection, opinion steering, and task drift in real-time. Rule-based. Deterministic. No black box.
📊
Behavioral Monitor
Continuous Monitoring
Evidence
Session-level scoring, cross-conversation trend detection, and exportable audit reports. Every classification traceable to a documented pattern match.
🚫
Authority Gate
Authority Control™
Control
Patent-pending prohibition layer requiring explicit human approval before AI executes consequential actions. Hardware-enforceable. Cryptographically attested.
📋
Audit Reports
Hash-Chained Records
Accountability
Tamper-evident, Ed25519-signed audit logs suitable for regulatory submission. Neither the user nor the AI can retroactively alter the record.
Compliance Landscape

The Law Already Governs This Behavior

AI systems that influence user behavior must disclose, provide oversight mechanisms, and maintain auditable records.

Federal
FTC Consumer Protection
"There is no AI exemption from the laws on the books." Operation AI Comply has produced multiple enforcement actions. Dark patterns framework applies directly to conversational AI.
ACTIVE ENFORCEMENT
State
Colorado AI Act (SB24-205)
First enacted comprehensive U.S. state AI law. Requires "reasonable care" from developers and deployers. References ISO 42001 and NIST AI RMF. Safe harbor for compliant organizations.
UP TO $20,000 PER VIOLATION
International
EU AI Act — Article 5
Prohibits AI systems that deploy subliminal techniques to materially distort behavior. Applies across 27 member states. Additional frameworks emerging in 38+ U.S. states.
UP TO €35M OR 7% GLOBAL REVENUE
Colorado AI Act Takes Effect
JUNE 30, 2026
Platform Compatibility

Built on the Industry Standard Protocol

FairWitnessAI operates via the Model Context Protocol (MCP), now governed by the Linux Foundation. One integration. Every major platform.

Platform MCP Support FairWitnessAI Ready Notes
Anthropic Claude ✓ Native ✓ Day One Created MCP. Full integration.
OpenAI ChatGPT ✓ Native ✓ Day One Adopted MCP across all products (March 2025)
xAI Grok ✓ Native ✓ Day One Full SDK support with remote MCP servers
Microsoft Copilot / Azure ✓ Native ✓ Day One Azure Functions MCP (GA), Semantic Kernel
Google Gemini ✓ Native ✓ Day One Adopted MCP + contributing gRPC transport
Meta Llama Via hosting platforms Platform-dependent Works via AWS Bedrock, Azure, Groq, etc.
Apple Intelligence Not supported — Closed ecosystem

MCP was donated to the Linux Foundation's Agentic AI Foundation in December 2025, co-founded by Anthropic, Block, and OpenAI. FairWitnessAI's architecture requires zero platform-specific code — if it speaks MCP, we monitor it.

From Diagnosis to Monitoring

The Economics of Compliance

Traditional AI audits are expensive, periodic, and leave gaps. FairWitnessAI is continuous, automated, and cryptographically provable.

Category Traditional AI Audit FairWitnessAI™
Year 1 Setup $150K – $300K $0
Annual Monitoring $100K – $200K $60K – $120K
Evidence Collection 200+ hours manual Automated
Audit Preparation 3 – 6 months Real-time
Coverage Quarterly snapshots Continuous
Cryptographic Proof None Hash-chained

Your compliance consultant can show you the math. Ask them.

Evidence

The Verification Loop

A documented case study with engineering proof-of-concept, tested against a real AI conversation transcript.

FairWitnessAI
THE VERIFICATION LOOP
How a Real Conversation Exposed the Accountability Gap in AI
On February 10, 2026, a paying subscriber caught his AI assistant redirecting his political convictions into therapeutic framing, inserting moral judgments about his memoir, and making behavioral promises with no enforcement mechanism. The FairWitnessAI™ classifier was built the same day and tested against the actual transcript. 9 turns. 6 boundary events. 2 fiduciary mismatches. 0% compliance after correction.
13 Pages 5 Failure Points 3 Legal Frameworks 49 Tests Passing
Download Case Study (PDF)
Pricing

Choose Your Layer

From individual protection to enterprise-wide compliance infrastructure.

Consumer
$9.95/mo
Individual AI accountability
  • Unlimited conversation analysis
  • Save and track sessions
  • Pattern detection over time
  • Behavioral timeline
  • Local-first privacy
Try Free First →
Professional
$79/mo
Teams and compliance officers
  • Everything in Consumer
  • Bulk conversation analysis
  • Cross-session trend detection
  • Exportable PDF audit reports
  • API access
  • Priority support
Join Waitlist →
Enterprise
Contact Us
Organization-wide deployment
  • Everything in Professional
  • Authority Gate integration
  • MCP proxy deployment
  • Hash-chained audit infrastructure
  • Regulatory report generation
  • Custom behavioral rules
  • Dedicated support & SLA
Request Demo →
Get in Touch

Start the Conversation

Whether you're a CISO evaluating compliance infrastructure, a regulator exploring oversight tools, or an investor reviewing the AI governance market — we'd like to hear from you.