Heimdall Market Intelligence
Cut Through the Noise. See the Signal.
Detect market manipulation with 7 domain-specific financial techniques: Pump_and_Dump, FUD_Campaign, Shill_Promotion, Fake_Scarcity, Momentum_Narrative, Price_Anchoring, and Short_Squeeze_Narrative — trained alongside 49 general manipulation techniques in a unified DeBERTa model. Stealth analysis catches when "objective" analyst reports frame through selective sourcing, strategic hedging, and context omission.
Challenges You Face
Social Media Manipulation
Reddit, Twitter, StockTwits flooded with Pump_and_Dump, Shill_Promotion, and Momentum_Narrative techniques
Analyst Bias
"Objective" reports that use strategic hedging and selective sourcing — detectable via our stealth pipeline
Coordinated Campaigns
Organized FUD campaigns and short squeeze narratives with synchronized talking points across platforms
Earnings Call Spin
Management using Causal_Oversimplification, Statistical_Manipulation, and Cherry_Picking to frame results
Fake Scarcity & FOMO
"Only 3 left at this price" — Fake_Scarcity and FOMO techniques driving irrational decisions
Hidden Price Anchoring
Arbitrary price targets ("headed to $500") that anchor expectations without fundamental basis
Key Features
7 Financial Techniques
Pump_and_Dump, FUD_Campaign, Shill_Promotion, Fake_Scarcity, Momentum_Narrative, Price_Anchoring, Short_Squeeze_Narrative — all span-level
Manipulation Density Scoring
Real-time propaganda_density and overall_severity computed from detected spans — quantify manipulation per ticker
Emotional Arc Detection
"Rags to Riches" arc in pump campaigns, "Riches to Rags" in FUD — 6 arc types classified via Pearson correlation
Earnings Call Analysis
Token-level technique classification on transcripts — spot Cherry_Picking, Statistical_Manipulation, Causal_Oversimplification in real time
Stealth Analyst Detection
Source balance analysis on financial journalism — perspective_ratio reveals when coverage systematically favors bulls or bears
FOMO Escalation Tracking
Narrative flow pattern: urgency escalation with FOMO + Engagement_Bait techniques intensifying toward call-to-action
Coordination Detection
Coordinated_Messaging detection across platforms — synchronized technique patterns indicate organized campaigns
Batch API
POST /analyze/batch for bulk analysis — process hundreds of social posts per call with dynamic batching
What Others Miss
Stealth manipulation that hides behind objectivity. Heimdall exposes it.
Measures perspective_ratio of quoted analysts/sources. Fires at >= 0.8 threshold — quantifies whether financial journalism consistently quotes more bulls than bears.
40 doubt-planting patterns: "some analysts question" (severity 0.8), "reportedly" (0.5), "it is believed" (0.35). Attribution check reduces severity 30%.
SpaCy NER + VADER valence scoring per entity. Detects when "stock surged" vs. "stock was artificially inflated" creates valence_asymmetry > 0.2.
Statistical claims without baselines (earnings beat without mentioning lowered guidance), event claims without evidence, causal attributions without proof.
Articles leading readers to bullish/bearish conclusions via rhetorical questions, temporal juxtaposition, and anecdote-before-statistics sequencing.
Narrative Flow Analysis
Pump Arc Detection
"Rags to Riches" emotional trajectory [0.2, 0.35, 0.5, 0.7, 0.9] — the classic pump-and-dump narrative shape
FUD Arc Detection
"Riches to Rags" trajectory [0.9, 0.75, 0.5, 0.35, 0.2] — organized fear campaign narrative shape
Earnings Call Flow
Map emotional trajectory across management commentary segments — detect where spin intensifies
FOMO Escalation Pattern
Flow pattern: progressive urgency increase with FOMO + Fake_Scarcity + Momentum_Narrative techniques concentrating toward end
Techniques We Detect
Coordinated inflate-then-dump — detected at span level with severity scoring
Organized fear, uncertainty, doubt — coordinated messaging detection across platforms
Undisclosed paid endorsement — span-level detection of promotional language patterns
"Only X left at this price" — artificial urgency with no factual basis
"To the moon" rhetoric — emotional momentum without fundamental support
Arbitrary price targets that anchor expectations: "headed to $500"
"They're attacking our stock" — victimhood + coordination framing
Pricing
Retail Investor
- ✓10 ticker watchlist
- ✓Social monitoring
- ✓Basic technique detection
Active Trader
- ✓50 tickers
- ✓All 7 financial techniques
- ✓Stealth detection
- ✓Earnings analysis
- ✓API
Professional
- ✓Unlimited tickers
- ✓Batch API
- ✓Custom alerts
- ✓Data export
- ✓LLM explanations
7 Financial Manipulation Techniques. Trained in the Model.
Schedule a demo or start your free trial today.