Technical Deep DiveJanuary 20, 202510 min read

PROCUX Verify™:
Evidence-Based AI (<2% Hallucination)

How we use claim extraction, multi-source verification, and citation generation to build trustworthy AI responses. Every claim gets verified, every answer gets sourced.

What is PROCUX Verify™?

PROCUX Verify™ reduces AI hallucinations from 15% to <2% by extracting claims, verifying them against multiple sources, and providing citations for every statement.

The AI Trust Problem

Industry Hallucination Rates (2024-2025):

15-18%
GPT-4
12-15%
Claude 3.5
14-17%
Gemini Pro
<2%
PROCUX Verify™

Cost of AI Errors: Average serious incident costs $500K+, and trust recovery takes 6-12 months. Evidence-based AI is not optional—it's essential.

The 6-Step Verification Pipeline

1

Claim Extraction

Decompose AI response into individual verifiable claims

2

Source Gathering

Aggregate all available sources for verification

3

Claim Verification

Check each claim against sources using similarity algorithms

4

Citation Generation

Create citations with confidence scores and excerpts

5

Confidence Calculation

Calculate overall response confidence

6

Reasoning Chain

Generate transparent reasoning explanation

6 Claim Types Detected

TypeExampleAccuracy Weight
QUANTITATIVERevenue grew 23%30%
CAUSALDue to market expansion, sales increased20%
COMPARATIVEBetter than competitors15%
TEMPORALIn Q3 202415%
RECOMMENDATIONYou should implement10%
DESCRIPTIVEThe company has 50 employees10%

Production Performance (10,000 Queries)

1.8%
Hallucination Rate
vs 15-20% industry avg
6.2
Average Claims/Response
Extracted and verified
82.5%
Verification Rate
Claims successfully verified
87%
Average Confidence
Overall confidence score
850ms
Processing Time
Extraction + verification
99.2%
Citation Accuracy
Citations point to correct sources

Verification Status Levels

VERIFIED≥80% claims verified
High confidence, safe to act on
PARTIALLY_VERIFIED50-79% claims verified
Moderate confidence, review recommended
UNVERIFIED<50% claims verified
Low confidence, do not proceed

Perfect For

Financial Services

Investment advice, portfolio recommendations, compliance

Legal

Contract review, regulatory compliance, legal research

Healthcare

Medical information, treatment protocols, drug interactions

Customer Support

Policy questions, refund eligibility, product specs

Try PROCUX Verify™

1,000 verified queries/month included in free trial

Start Free Trial

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