SignalScope monitors public ticker mentions across seven signal sources — from social media to SEC filings and congressional trades — aggregates them by symbol, scores each candidate with AI, runs a 13-flag pump-and-dump filter, and surfaces only the tickers with the strongest multi-source backing and verifiable catalysts. The result is a prioritised watchlist you can act on before the crowd.
SignalScope shows two independent 0–100 metrics. Opportunity (early-mover score) ranks how favorable the setup is for timing — validated in ML and used to sort the Signal Dashboard. Signal confidence (AI score) measures how strong the evidence is across sources and sentiment. A very high AI score often coincides with broad agreement; by then, more of the move may already be in the price, so higher confidence does not always mean higher forward returns. Use Opportunity when you care about being early; use confidence when you care about how well-supported the thesis is.
Monitors 17 investing subreddits for posts and high-engagement comments.
Posts + comments · 17 subreddits · 1.5 s delay between requests
Keyword search for ticker mentions from the past 24 hours, run once daily before market open.
X API v2 · 24 h lookback · up to 300 tweets/run
C-suite open-market purchases of $50 K or more from OpenInsider and EDGAR.
C-suite only · $50 K+ purchases · open market only
Flags symbols whose volume is ≥2× their 10-day average.
99 symbols · ≥2× 10-day avg
Detects unusual call volume, heavy OTM call activity, and call sweeps across a watchlist of liquid stocks.
99 symbols · Vol/OI ≥3× · OTM 10%+ · nearest expiry
Trending tickers from StockTwits for real-time retail sentiment and momentum.
Trending symbols · price + day gain
Congressional stock purchases from public STOCK Act disclosures. Cross-scan dedup prevents repeated ingestion of the same transaction.
Buys only · US tickers · 7-day pub window · txId dedup
Raw mentions are grouped by ticker symbol. A symbol becomes a candidate when it appears ≥2 times from a single source, appears in ≥2 different sources, or comes from a high-value source (SEC Insider, Congress, Volume Spike, Options Flow) even as a single mention. Each source carries a weight that biases the aggregate score.
| Source | Weight |
|---|---|
| SEC Insider | 3.0 |
| Options Flow | 2.5 |
| Congress | 2.5 |
| Volume Spike | 2.0 |
| X / Twitter | 1.2 |
| SEC Filing | 1.0 |
| 1.0 | |
| StockTwits | 1.0 |
Each candidate is scored by AI using source weights, catalyst quality, novelty, and cross-source corroboration. Pure social signals (Reddit / StockTwits / Twitter only) are hard-capped at 50 — this is enforced programmatically regardless of what the AI returns. Only tickers with a verifiable catalyst source (SEC Insider or Congress) can score above 50. First-appearance tickers receive a +5–10 novelty boost; tickers seen 3+ times or older than 7 days receive a staleness penalty. Signal freshness is also tracked — stale consensus (median signal age ≥6 h) is excluded from the highest stage. This AI score reflects how strong the evidence is, not how much upside is left; Opportunity Score (see above) captures early-mover potential separately.
| Band | Meaning |
|---|---|
| 80–100 | Real catalyst + multi-source + insider/congress/options confirmation |
| 60–79 | Real catalyst + ≥2 sources, or strong insider/congress/options alone |
| 40–59 | Social buzz with catalyst indicators (unconfirmed) |
| 20–39 | Social-only signal, no verifiable catalyst |
| 0–19 | Likely noise or pump attempt |
Every candidate is checked against 13 statistical flags before scoring. A ticker that triggers ≥3 flags is moved to Filtered status and quarantined. Exactly 2 flags triggers an additional AI edge-case assessment.
Score ≥40, multiple sources or novel ticker. Earliest detection point with highest alpha potential.
Score ≥45–50 with velocity or multi-source. Momentum is building but the move may have started.
Score ≥65–70 with broad, fresh social agreement or exchange-specific breakout patterns. Stale signals (median age ≥6 h) are excluded — the move may already be priced in.
Failed P&D check. Quarantined and visible in the Filtered tab.
Real catalyst + insider/options + multi-source corroboration (rare).
Real catalyst with ≥2 corroborating sources.
Interesting signal that needs further confirmation before acting.
No verifiable catalyst, pure hype, or P&D risk indicators.
SignalScope tracks the real-world performance of every signal it generates. Twice-daily price snapshots measure nominal returns at 1, 3, 7, and 30 days after detection. Tickers that undergo corporate actions (reverse splits, forward splits, mergers) during the tracking window are automatically detected via consecutive-snapshot analysis and excluded from performance statistics. This growing dataset feeds into an XGBoost gradient boosted machine learning model. The model analyzes dozens of features per ticker and uses SHAP (SHapley Additive exPlanations) to understand which factors drive accuracy. These insights are used to continuously refine AI score thresholds, stage assignments, and pump-and-dump detection — so the platform gets smarter with every scan.
SignalScope is for informational purposes only and does not constitute financial advice. Always do your own research before making any investment decisions.