Expose thenarrative trapsWall Street hides
Patent-pending AI forensics that audit analyst claims against SEC filings. Know what's real before you invest.
VMS Score VMS Score Verification Match Score - Measures how well analyst claims match actual SEC filing data. Higher = more verified claims.
95/100
Claim Structurally Verified
Alert Detected
NARRATIVE TRAP Narrative Trap When coordinated media narratives create false market consensus that diverges from fundamental reality.
Price divergence: +47% vs fundamentals
NVDA
+2.4%NVIDIA Corporation
L3 Audit L3 Forensic Audit Level 3 audit that cross-references analyst claims against SEC filings, financial tables, and historical patterns.
Narrative Trajectory
+34% confidence
1.2x Overreaction Ratio Compares price movement speed to fundamental change speed. Above 1.5x suggests market overreaction.
OR Ratio
92%
Confidence
45d Narrative Half-Life Time until a market narrative loses half its influence, using radioactive decay physics. Shorter = faster-fading story.
Half-Life
Market Intelligence Feed
Live institutional forensic audits of today's movers
NVDA
NVIDIA Corporation
NVIDIA Data Center Revenue Surges 400% on AI Demand
“Record data center revenue validates AI infrastructure thesis. Hyperscaler capex acceleration supports multi-year growth trajectory.”
Audit Conf.
0.92
Sentiment
Bullish
TSLA
Tesla Inc
Tesla Price Cuts Signal Demand Weakness or Strategic Move?
“Aggressive price cuts suggest demand challenges rather than strategic positioning. Margin compression risks elevated.”
Audit Conf.
0.78
Sentiment
Bearish
AAPL
Apple Inc
Apple Services Revenue Hits Record High in Q4
“Services growth offsetting hardware slowdown. Narrative shift requires validation through upcoming product cycles.”
Audit Conf.
0.85
Sentiment
Neutral
By The Numbers
Institutional-Grade Intelligence
0+
Articles Analyzed
0%
Accuracy Rate
0
US Patents Pending
0/7
Real-Time Monitoring
Trusted Technology
USPTO
Patent Pending
SEC EDGAR
Data Integrated
Proprietary AI
Multi-Model
256-bit
Encrypted
SOC 2
Compliant
Forensic Intelligence
Dashboard
Real-time market intelligence with terminal-style forensic audit reports, narrative decay tracking Narrative Half-Life Time until a market narrative loses half its influence, using radioactive decay physics. Shorter = faster-fading story.
24
Active Audits
156
Narratives Tracked
7
Risk Alerts
87%
Avg Confidence
Our Proprietary Technology
What makes MarketScholar
different from other AI?
Patent 63/971,470
Analyst Credibility Assessment
We score analyst claims against SEC filings using coordinate mapping. Every claim is verified against actual table data from 10-K and 10-Q filings.
Patent 63/971,478
Narrative Lifecycle Decay
Track how narratives decay over time using radioactive decay physics. Know exactly when a market story will lose momentum before others do.
Patent Patent Pending
Divergence Decoding
Prevent look-ahead bias in backtests with temporal unlearning. Our AI mathematically subtracts future knowledge from analysis.
The MarketScholar Advantage
Not just another AI chatbot
Other Financial AI
Generic summarization
- Summarizes headlines without verification
- No connection to SEC filings
- Can't detect coordinated narratives
- No temporal bias protection
- Sentiment only (no structural analysis)
MarketScholar
Forensic verification
- Verifies claims against actual SEC table data
- Coordinate mapping to 10-K/10-Q filings
- Detects analyst coordination patterns
- Temporal unlearning prevents bias
- Full structural + sentiment analysis
How It Works
From headline to truth
in 60 seconds
Paste Any Article
Drop in any financial article, analyst report, or earnings coverage. We accept URLs, PDFs, or plain text.
AI Forensic Audit
Patent-pending AI cross-references claims against SEC filings, detects coordination patterns, and calculates narrative decay.
Get Your Verdict
Receive a comprehensive forensic report with VMS scores, structural risk assessment, and actionable investment intelligence.
What Professionals Say
Trusted by smart investors
“Finally, a tool that cuts through the noise. MarketScholar saved me from a narrative trap on RIVN that would have cost me thousands.”
Michael T.
Retail Investor
“The narrative decay tracking is genius. I can see exactly when the hype cycle peaks and plan my exits accordingly.”
Sarah K.
Portfolio Manager
“As a CFA, I appreciate the rigor. The SEC coordinate mapping is something I've never seen elsewhere. This is institutional-grade.”
David R., CFA
Senior Analyst
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MarketScholar AI
Ask Me Anything
Ask about patent metrics, narrative decay, analyst credibility, or any MarketScholar concept.