Trawl for Enterprise
Structured data from 20+ public sources
SLA-backed, audit-ready, built for your pipeline
Structured transcripts and content intelligence from earnings calls, social media, news, podcasts, and academic papers. One API, one schema, delivered for your models.
Or try the API now — 1,000 free requests/month, no credit card required
Coverage Universe
One API call across earnings calls, filings, news, social media, podcasts, and academic research. All structured for NLP.
Earnings Calls
Speaker-segmented transcripts with CEO/CFO/Analyst roles, ticker-tagged
Quarterly per tickerSEC Filings
10-K, 10-Q, 8-K with section extraction (Risk Factors, MD&A, Financials)
As filedNews & Media
Global news from GDELT + NewsAPI + RSS. 65+ languages, 15-minute refresh
Real-timeYouTube
Captions from any public video. Earnings recordings, analyst interviews, conferences
On-demandPodcasts
RSS transcript tags with AI transcription fallback. Finance, macro, crypto, tech podcasts
On-demandSocial Media
TikTok captions, Instagram Reels, X Spaces. Consumer sentiment, viral trends
On-demandAcademic Papers
ArXiv + Semantic Scholar. Full PDF extraction with section detection
On-demandBuilt for Quantitative Research
Not just raw text. Structured, entity-mapped, ticker-tagged content intelligence ready for your models.
Entity-to-Ticker Mapping
Every organization mentioned in transcripts is resolved to stock tickers (AAPL, TSLA). Integrate directly into your factor models.
Point-in-Time Data
Every extraction is timestamped and versioned. Content stored as it existed at extraction time for accurate backtesting.
NLP-Ready Output
JSONL with token-bounded chunks, configurable overlap. Metadata includes ticker, source URL, timestamp, speaker, and sentiment.
Watch & Alert Pipeline
Monitor tickers, channels, keywords, and feeds. Auto-extract new content and push structured data via webhooks to your pipeline.
Unified Schema
One API, one response format across all 20+ sources. No integration overhead per source. Reduce engineering time from weeks to hours.
AI Analysis Layer
Entity extraction, topic detection, summarization, and sentiment analysis. Extract people, organizations, events, and financial metrics.
Delivery Formats
Integrate in minutes, not weeks. Every format your pipeline needs.
Enterprise Plan Includes
Custom pricing based on data volume and use case. Typical contracts start at $10K/year.
Use Cases
Quantitative Trading
Parse Form 4 insider transactions, score earnings calls with built-in financial sentiment, and backtest with date-range filtering across all sources. One API replaces 5+ data vendors.
Research & Due Diligence
Cross-reference SEC filings, earnings commentary, and news coverage. Surface material changes in risk factor language. Track competitor mentions across podcasts and media.
Consumer Intelligence
Track product sentiment on TikTok and YouTube before it hits search trends. Monitor influencer content for brand mentions and emerging demand signals.
AI & RAG Pipelines
Feed JSONL-chunked content directly into vector databases. Build domain-specific knowledge bases from 20+ content types. Automate with watch subscriptions and webhook delivery.
Start with the free API. Scale to enterprise.
Try the API with 1,000 free requests. When you're ready for production volume, custom integrations, or historical data access, we'll build a plan around your use case.