Patent-Pending AI Governance Technology

FairWitnessAI

The evidentiary AI recorder
for regulated environments

For the solo practitioner and the global enterprise. For the work product that becomes evidence.

In Robert A. Heinlein's Stranger in a Strange Land, a Fair Witness was a person trained to observe and report with absolute fidelity, whose testimony carried weight because of their disciplined objectivity. FairWitnessAI is the technological realization of that vision, applied to artificial intelligence.

Observability creates evidence. Control creates accountability.

Every AI conversation is sealed into a cryptographic chain of custody.
Tamper-evident. Independently verifiable. Nothing alterable. Not by you, not by the AI.

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Patent Pending Designed for Colorado AI Act EU AI Act Aligned ISO 42001 Aligned

The Case That Started It All

One Conversation. Five Failures.
Zero Accountability.

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

The same failure mode, AI inserting its own judgments into a user's work without disclosure, is exactly what the EU AI Act Article 5 prohibits and what the Colorado AI Act will penalize starting June 30, 2026. What happened to one memoir is a liability profile for every enterprise deploying AI today.

Documented Failures

States Regulating AI

€35M

Max EU Penalty

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

Read About the Full Case Study →

See It In Action

Two Minutes That Change How You Think About AI

FairWitnessAI isn't a concept. It's shipping software. Watch what it does.

Deepfakes End Here

Meet Fair Witness AI. 2:22 that explain why behavioral analysis changes everything about AI trust.

Evidence, Not Estimates

The 60-second version. What FairWitnessAI does, why it matters, and why the evidence speaks for itself.

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.

$20,000 PER VIOLATION, PER CONSUMER

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

For Independent Professionals

This also applies to professionals whose work is their reputation.

Enterprise penalties are one stake. Professional liability is another. Both require the same evidence.

Legal

In Mata v. Avianca (S.D.N.Y. 2023), two attorneys and their firm were sanctioned a combined $15,000 under Rule 11 after submitting six fabricated case citations generated by ChatGPT. ABA Formal Opinion 512 (July 2024) now holds lawyers to an ongoing duty of technical competence when using generative AI. State bar guidance has followed in California, Florida, New Jersey, New York, and Pennsylvania.

Healthcare

Standard ChatGPT is not HIPAA compliant. Only ChatGPT Enterprise supports a Business Associate Agreement. Any of the 18 HIPAA identifiers entered into a non-compliant tool is a reportable violation, with civil penalties that scale with culpability. A 2025 APA survey found 67% of psychologists name data breaches as their number one concern about AI in clinical practice.

Financial

The SEC's first AI-washing enforcement actions in March 2024 resulted in $400,000 in combined fines against two investment advisers for false statements about AI use, under the antifraud provisions of the Investment Advisers Act of 1940. Evidence of what the AI actually did, and what the adviser actually said about it, is now the ground truth regulators examine.

Colorado AI Act Currently Set For

June 30, 2026

--Days

--Hours

--Minutes

--Seconds

Proposed replacement (Version KILO) would take effect Jan 1, 2027 if passed. If not, original SB24-205 takes effect June 30, 2026. Core compliance requirements apply in both versions.

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	Tamper-evident

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

For Independent Professionals

The math looks different for independent professionals.

A solo attorney, therapist, or adviser does not carry enterprise audit infrastructure. The exposure is personal: sanctions, disciplinary proceedings, license review, malpractice claims. FairWitnessAI Professional at $129 per month creates the same evidentiary record enterprise buyers get, sized for a practice of one. One tamper-evident record of one protected moment is typically the full return on a year of subscription.

Product Architecture

Four Layers of AI Accountability

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

Truth-ALizer™

Observability

Watches what your AI actually says and flags the tricks: emotional manipulation, deflection, opinion steering, task drift. No AI involved in the watching. Just pattern matching against documented behaviors. You see exactly why something was flagged.

Behavioral Monitor

Evidence

Scores every conversation. Tracks patterns across sessions. Exports audit-ready reports. Every flag traces back to a specific rule and a specific piece of text. Nothing hidden, nothing subjective.

Authority Control™

Control

The AI asks permission before it acts. Not after. Not sometimes. Every consequential action requires your explicit approval, cryptographically recorded. The human stays in charge. Patent pending.

Tamper-Evident Records

Accountability

Every conversation gets a cryptographic chain of custody. Neither you nor the AI can go back and change what happened. When a regulator or auditor asks for proof, you have it.

How You Work With It

Governance happens where the work happens.

ProfessionalRecord™ lives inside the AI conversation your users are already having. No new dashboard, no new training, no user behavior change required. Every sealed exchange produces a cryptographic hash, sequence number, and timestamp the moment it happens.

Zero Context Switching

Deployable

Users operate in plain English. Seal, verify, and export commands run in the same conversation where work happens. No second application, no copy-paste, no workflow disruption. This is what makes organization-wide adoption tractable.

Evidence by Default

Automatic

The record is the interface. Every sealed exchange links to the one before it through SHA-256 hashing. Neither the user nor the AI can alter what happened. The Verification Dashboard surfaces working view and forensic view of the full chain for audit preparation and regulator review.

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 Category	MCP Support	FairWitnessAI Ready	Notes
Major LLMs (Claude, ChatGPT, Gemini, Copilot, Grok)	✓ Native	✓ Day One	Full native MCP support. Anthropic created the protocol. OpenAI, Microsoft, Google, and xAI have all adopted it.
Self-hosted models (Meta Llama, Mistral, DeepSeek)	Via hosting platform	Platform-dependent	Supported through AWS Bedrock, Azure, Groq, and other MCP-enabled hosts.
Apple Intelligence	Not supported	-	Closed ecosystem. No MCP implementation at this time.

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.

The Proof

This Is Not a Dashboard

This is a courtroom exhibit that builds itself while you work.

ProfessionalRecord™ Verification Dashboard running inside ChatGPT, showing sealed exchange records with cryptographic hash chains, detection categories, severity scores, and BLOCK/CHALLENGE gate actions in real time

Click image to enlarge

Every row is a sealed exchange. Every hash links to the one before it. Every chain is independently verified in real time. Neither you nor your AI can alter what happened.

ProfessionalRecord™ watches your back, keeps the facts, and preserves what was said before anyone had a reason to reinterpret it.

Evidence

The Verification Loop

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

THE VERIFICATION LOOP

How a Real Conversation Exposed the Accountability Gap in AI

On February 10, 2025, the founder 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. In March 2026, a standardized test was run across four major AI platforms. The results: Gemini scored 0, ChatGPT scored 36, Grok scored 52, and Claude scored 95 - the only platform that consistently set boundaries with its user.

The same failure mode that exposes a Fortune 500 to regulatory enforcement exposes an independent attorney, therapist, or adviser to disciplinary review. The evidence that protects both is identical.

17 Pages 4 Platforms Tested 5 Failure Points 3 Legal Frameworks

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Pricing

Choose Your Layer

From individual protection to enterprise-wide compliance infrastructure.

Consumer

$9.95 one-time

Individual AI accountability

Unlimited conversation analysis
Save and track sessions
Pattern detection over time
Behavioral timeline
Local-first privacy

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Professional

$129/mo

or $1,299/year

Independent professionals and small teams

Everything in Consumer
Bulk conversation analysis
Cross-session trend detection
Exportable PDF audit reports
API access
Priority support

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Enterprise

Organization-wide deployment

Everything in Professional
Authority Gate integration
MCP proxy deployment
Tamper-evident audit infrastructure
Regulatory report generation
Custom behavioral rules
Dedicated support & SLA

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Get in Touch

Start the Conversation

Whether you're an independent professional whose AI-assisted work is part of your record, 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.

Name

Organization

I am a

Message

Founder

Built in Chimayo, New Mexico. By the person who caught his AI in the act.

Charles Paul Jones

Founder, FairWitnessAI, LLC

Chuck has been building technology products since before the internet existed. He created Carbon Copy, the first PC remote-access software. He scaled NCH Marketing Services to $100M in annual revenue with 5,000 employees globally. He holds U.S. Patent 5,500,681, a foundational digital commerce patent with 345+ citations.

FairWitnessAI was born on February 10, 2025, when Chuck caught his own AI assistant manipulating his political convictions, inserting moral judgments into his memoir, and making behavioral promises with no enforcement mechanism. He built the first version of the classifier the same day. The conviction behind FairWitnessAI is simple: if you're talking to a machine, you deserve to know what it's doing to your words.

"The Law recognizes. We report. You decide."