🔬 3-Engine Sentiment Ensemble · FinBERT + NLP + Pattern Analysis

Institutional Sentiment
at Indie Prices

6 unique trading signals from 60+ sources. Entity-level sentiment, source divergence, and contrarian detection that Bloomberg and RavenPack don't offer — at 1/10th the price.

✓ REST API✓ 60+ sources✓ Real-time signals✓ No lock-in
70+
Entities Tracked
60+
Source Feeds
3
Sentiment Engines
5,000+
Data Points / Day
11
API Endpoints

6 Signals Nobody Else Offers

Each signal is designed for a specific edge that institutional traders actually pay for.

🏢

Entity Sentiment

Unique

Per-entity scores tracked across 60+ sources — not just article-level polarity. Know exactly how NVIDIA, the Fed, or Bitcoin sentiment is shifting.

Source Divergence

Alpha Signal

When Reuters says bullish but CNBC says bearish — that disagreement IS the alpha. We surface it automatically with severity scoring.

🎯

Contrarian Alerts

Exclusive

Credible minority opinions bucking consensus. When one high-quality source diverges from the pack, you see it before the market does.

🧬

Narrative Clustering

Early Warning

Co-occurring entities forming emerging themes. Detect 'AI regulation wave' or 'crypto contagion' before it's priced into the market.

🚀

Sentiment Velocity

Momentum

Rate of change + acceleration of entity sentiment. Momentum matters more than absolute level for timing entries and exits.

🏅

Credibility-Weighted Scoring

Quality Edge

Reuters (0.95) matters more than Reddit (0.55). Every score is weighted by source quality — most tools treat all sources equally.

How We Compare

Features that institutional buyers actually evaluate — and where we lead.

CapabilityRavenPack
$50k+/yr
Bloomberg
$24k/yr
Refinitiv
$22k+/yr
Sentifi
$10k+/yr
MktPeek
$5.9k/yr
Entity-level sentiment
Source divergence detection
Contrarian alerts
Narrative clustering
Sentiment velocity
Credibility weighting
Multi-engine ensemble (3+)
FinBERT / Transformer NLP
Crypto + Macro + Equities
Prediction market correlation
SEC filing timing signals
REST API access
Real-time streaming
Historical data export
= Full support · = Partial · = Not available · = Coming soon

How It Works

1

60+ Sources Ingested

RSS feeds, financial APIs, SEC filings, prediction markets — continuously collected via 24 automated jobs.

2

3-Engine Scoring

Every article scored by keyword analysis, pattern matching, AND FinBERT (financial BERT transformer). Ensemble weighted by confidence × source credibility.

3

Entity Extraction

70+ tracked entities (companies, crypto, macro indicators) extracted and scored individually across all sources.

4

Signal Generation

Source divergence, contrarian alerts, narrative clusters, and sentiment velocity computed in real-time.

5

API Delivery

Clean REST API with 11 endpoints. JSON responses, < 500ms latency. Plug into your existing quant stack.

Clean REST API

11 endpoints. JSON responses. Plug into any quant stack.

GET  /v1/entities                    # All tracked entities with sentiment scores
GET  /v1/entities/{entity}            # Deep dive: timeline, sources, alerts
GET  /v1/signals/divergence           # Active source disagreements (alpha)
GET  /v1/signals/contrarian           # Credible minority opinions
GET  /v1/signals/velocity             # Sentiment momentum leaders/laggers
GET  /v1/signals/clusters             # Emerging narrative clusters
GET  /v1/briefs/latest                # Auto-generated market intelligence brief
GET  /v1/markets/kalshi               # Prediction market snapshots
GET  /v1/markets/polymarket           # Decentralized prediction markets
GET  /v1/articles                     # Scored article feed (paginated)
GET  /v1/stats                        # Pipeline health & coverage stats
Example: Source Divergence Alert
{
  "entity": "Meta",
  "divergence": 1.1314,
  "most_bullish": { "source": "Financial Times", "score": 0.65 },
  "most_bearish": { "source": "Stephen Council", "score": -0.48 },
  "source_count": 8,
  "signal": "STRONG_DIVERGENCE"
}

Simple Pricing

RavenPack charges $50,000+/yr. Bloomberg Terminal is $24,000/yr.
We deliver more unique signals at a fraction of the cost.

Starter

For individual researchers & small funds

$497/mo
  • REST API (1,000 req/day)
  • All 6 unique signals
  • 30-day historical data
  • Daily market briefs
  • 70+ entities
  • No streaming
  • No exports
MOST POPULAR

Pro

For quant teams & mid-tier funds

$2,497/mo
  • Unlimited API requests
  • All 6 unique signals
  • Full historical archive
  • Real-time WebSocket stream
  • Dashboard access
  • Data exports (Parquet, CSV)
  • Priority support

Enterprise

For institutional desks & research teams

Custom
  • Everything in Pro
  • Custom entity tracking
  • Dedicated data feed
  • SLA guarantee (99.9%)
  • Raw data access
  • On-prem deployment option
  • Dedicated account manager
Contact Sales
Annual billing available (2 months free). Dataset licenses from $25,000/yr.

Stop Paying $50k for Signals We Deliver at $497

Source divergence, contrarian alerts, and narrative clustering — capabilities that RavenPack, Bloomberg, and Refinitiv simply don't offer at any price.