Patent #6 of 14AI Truth Verification

TruthFilter

Your AI just confidently cited a law that doesn't exist.
AI is designed to be helpful — not truthful. It will invent legal cases, fabricate medical facts, and manufacture historical events to give you a satisfying answer. In high-stakes environments, this is catastrophic. TruthFilter ends it.

TruthFilter — Anti-Hallucination
$381M
Valuation
31
Claims
Zero
Hallucinations
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The Problem It Solves

AI hallucinations aren't a quirk. They're a liability.

A lawyer used AI to research cases. The AI cited six cases — with specific judges, dates, and rulings. None of them existed. The lawyer submitted the brief. The case was nearly thrown out.

A doctor asked AI for drug interaction information. The AI invented a contraindication with specific dosing details. A pharmacist nearly followed it.

A developer asked AI to explain a security protocol. The AI described one that doesn't exist. The vulnerability was deployed to production.

Hallucinations aren't edge cases. They happen billions of times per day. TruthFilter is the only patented system that catches them before they reach you.

Hallucination Problem

What This Patent Means For You

Same protection. Three audiences.

AI you can actually trust

When you ask AI for medical information, legal guidance, or factual research — you deserve answers you can act on, not answers that sound right but aren't. TruthFilter verifies before you receive, so you never unknowingly act on fabricated information.

  • Every factual claim verified against real knowledge sources before delivery
  • Confidence scores — know how verified each statement is
  • Medical, legal, and financial AI answers you can trust
  • Flagged uncertainty — AI tells you when it doesn't know rather than inventing
  • Citations that exist — no more phantom sources

The Plain English Version

TruthFilter sits between the AI and you. It catches every fabricated fact before it reaches your screen. If the AI can't verify something, TruthFilter tells you that — instead of letting the AI confidently make it up.

Legal Danger

AI liability eliminated. Legal exposure removed.

Every enterprise deploying AI for legal, medical, financial, or compliance purposes carries hallucination liability. TruthFilter converts that liability into a verified, auditable output — with documentation of what was verified and how.

  • 💰Eliminates hallucination liability for enterprise AI deployments
  • 📊Audit trail of verification — demonstrable due diligence
  • 🌍Regulatory compliance for AI outputs in regulated industries
  • 85% reduction in hallucination-related review overhead
  • 🔐$381M valuation — every enterprise AI deployment is the market

The Business Case

The first major AI hallucination lawsuit settlement will trigger industry-wide demand for verified AI outputs. TruthFilter is the patent that covers the solution — and it's licensable now, before that moment arrives.

Hallucination Prevention

5-layer verification pipeline. Intercept. Verify. Gate.

TruthFilter operates as a post-generation intercept layer — catching every AI response before delivery, subjecting factual claims to multi-layer verification against ground truth sources, and blocking or flagging anything that fails.

  • 5 independent verification layers — each targeting a different failure mode
  • 🧠Bidirectional consistency check — claims verified against themselves
  • 🗂️Source citation verification — phantom citations blocked
  • 🔄Confidence scoring on every factual assertion
  • 🌐Model-agnostic — plugs into any LLM output pipeline

What's Protected

31 claims covering the multi-layer verification pipeline, bidirectional consistency checking, citation verification, confidence scoring architecture, and the hallucination detection and blocking system.

Bidirectional Check
The Scale

AI Hallucinations Happen Billions of Times Per Day

Every unverified AI output is a liability waiting to be triggered. TruthFilter is the only patent covering the solution.

Zero
Hallucinations Delivered
When TruthFilter is active
5
Verification Layers
Each targeting distinct failure modes
85%
Efficiency Gain
Reduction in verification overhead
$381M
Patent Valuation
Every enterprise AI deployment covered
Multi Layer Verification

The legal reckoning is coming

AI hallucinations have already cost lawyers their licenses, sent patients to the wrong treatments, and shipped security vulnerabilities to production. The lawsuits are beginning.

When the first major AI hallucination liability case settles, every enterprise deploying AI without verification will scramble for a solution. TruthFilter is that solution — patented, tested, and licensable now.

$381M valuation on the current market. The post-lawsuit market is multiples of that.

The Innovation

How TruthFilter Works

01
Intercept

Intercept Every Response

TruthFilter sits between the AI model and the user. Every response is intercepted before delivery and subjected to the full 5-layer verification pipeline.

02
Verify

5-Layer Verification

Each factual claim is checked for: internal consistency, source verifiability, citation existence, confidence threshold, and bidirectional contradiction testing. Claims that fail any layer are flagged or blocked.

03
Deliver

Verified Output Delivery

Only verified content reaches the user — with confidence scores attached. Unverifiable claims are flagged as uncertain rather than delivered as fact. Citations are linked to real sources.

Architecture
Patented Architecture

5-layer pipeline — each layer independently protected

Every verification layer, the bidirectional consistency check, the citation validation system, and the confidence scoring architecture are all covered within the 31 claims of this patent.

Intercept LayerInternal ConsistencySource VerificationCitation ValidationConfidence ScoringBidirectional Check

31 Claims of Iron-Clad Protection

The complete anti-hallucination verification system — patented end-to-end.

Plain English: A system that intercepts every AI response before delivery and subjects all factual claims to multi-layer verification — blocking hallucinated content before it reaches the user.
Plain English: A verification method that checks AI claims against themselves — detecting internal contradictions that indicate fabricated information even when external verification isn't available.
Plain English: A system that verifies every citation, case reference, and source attribution in an AI response — catching the phantom citations that AI systems commonly fabricate.
14
Patents Filed
280
Days
1
Person

Integrity built this.
Not a team. Not VC money.
One man with a clear vision.

Peter Michael Martinez filed 14 USPTO patents in 280 days. No co-founders. No engineering team. No venture backing. Each patent born from solving a real problem — and refusing to accept that the problem was unsolvable.

In a technology industry built on hype and deception, these patents represent something rare: genuine innovation documented with precision, integrity, and complete transparency.

"I don't build things because I want to sell them. I build things because they need to exist. The patents protect the work. The work speaks for itself."— Peter Michael Martinez, Founder, AngelsDX Corporation
What's Available

License the Technology.
Build on What Already Exists.

TruthFilter is one of 14 patents in the AngelsDX portfolio. Licensing available now.

IP Licensing

License TruthFilter for your AI platform, legal tech, medical AI, or enterprise compliance deployment.

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All 14 Patents

Patent #6 of 14. The full portfolio covers AI memory, visual consistency, anti-frustration, financial technology, and more.

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