Cross-Model Verification: How We Fact-Check Every Number
Other AI tools give you one model's opinion. We verify every claim with 4 models from 4 companies, backed by web evidence.
When an AI tells you "the EdTech market is worth $50 billion," do you trust it? You shouldn't — not without verification.
The Problem With Single-Model AI
Most AI tools run your question through one model and return a confident answer. But single models hallucinate. They make up statistics. They confuse similar companies. 73% accuracy isn't good enough when you're betting your savings on an idea.
Our 4-Step Verification Pipeline
Primary AI researches your market using real web data, industry reports, and databases.
Three independent models from different companies verify every key claim independently.
Disputed facts get searched on the web and judged against real sources — Statista, Grand View Research, Crunchbase.
A judge model reviews all evidence and produces a verified number with source citations.
See It In Action
What Changes In Your Report
| Field | Before Verification | After Verification | Source |
|---|---|---|---|
| Market Size (TAM) | $50 billion | $32.5B | Grand View Research |
| Competitors | 12 entries (3 dupes) | 8 verified with URLs | Cross-checked by 4 models |
| Growth Rate (CAGR) | 19.1% | 16.3% | Statista Market Insights |
| Target Segment | $8.2 billion | $8.2 billion | Confirmed by 4/4 models |
The Research Behind It
Our approach builds on peer-reviewed methods:
Every market size, growth rate, competitor count, and financial projection in your GoNoGo report has been verified and backed by clickable sources. No more building on hallucinated data.
Validate your idea in 30 minutes
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