Technology

How Veriqon verifies content

A five-stage AI pipeline that transforms raw social media content into a structured, evidence-based verification report.

Step 1

Content ingestion

Veriqon fetches the original content from the platform — video, audio track, images, captions, and metadata. We support TikTok, Instagram (Reels and carousels), and YouTube Shorts.

Video download and format normalization
Audio track extraction for speech analysis
Image frame extraction for visual analysis
Caption and metadata parsing
Step 2

Speech & text recognition

AI processes the audio track using advanced speech recognition, extracts on-screen text via OCR, and reads post captions. For carousels, each slide is processed individually.

Neural speech-to-text transcription
Multi-language support with auto-detection
On-screen text extraction (OCR)
Carousel slide-by-slide text parsing
Step 3

Content analysis & claim extraction

The AI understands the content holistically — identifying the content type, dominant information channel, and extracting individual factual claims that can be verified.

Content type classification (monologue, carousel, visual story, etc.)
Factual claim identification and separation from opinions
Claim importance ranking and checkability assessment
Visual context analysis for manipulation indicators
Step 4

Fact verification

Each extracted claim is cross-referenced against trusted sources using real-time AI-powered search. The system finds supporting or contradicting evidence from news, research, and official sources.

Real-time web search and source retrieval
Cross-referencing with news archives
Scientific database verification
Official statement and data matching
Step 5

Truth score & report

The final report includes an overall truthfulness score (0–100%), individual verdicts for each claim, AI summary, source links, and the full transcript.

Weighted truthfulness score (0–100%)
Per-claim verdicts: confirmed, false, mixed, unclear
Detailed rationale for each verdict
Source links for transparency

AI pipeline

Three specialized AI systems working in sequence

AI

Language model

Content analysis, claim extraction, report generation

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Search engine

Real-time fact verification with source retrieval

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Speech model

Audio transcription with multi-language support

Ready to verify?

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