Temporal Blindspot
Knowledge Forensics Engine · v1.0
BETA
System Online
// Knowledge Drift Detection

Every claim has
an expiry date.

Paste any AI-generated response. We extract factual claims, classify them by domain, and score each one's likely staleness — accounting for how fast that domain moves.

Analysis Mode
Real-time
Data Sources
Web+
Scoring
Decay
KNOWLEDGE DECAY MODEL
Information velocity varies by domain
GPT-4 Cutoff
Stable↑ TodayHigh velocity
AI / LLMs
~3mo
Crypto / Web3
~1mo
Politics
~6mo
Medicine
~12mo
Physics / Math
~10yr
History
stable
01Paste Response to Analyze
PASTE LLM RESPONSE
0 chars · 0 words
02Claim Analysis
No claims analyzed yetPaste an AI-generated response above and click Analyze.
Each factual claim will be extracted and scored for temporal accuracy.