Extraction: financial news to structured records

Extraction as a service for financial news: a pipeline that maps a news site (author archives, ticker archives, sitemaps), enumerates its history, fetches at volume, parses each article into typed records, resolves entities across spelling variants and firm moves, and deduplicates across syndication. It is the pipeline behind the AnaChart record: 830,000+ analyst actions from about eight public feeds, and a further 800,000 URLs mapped across Barchart, Motley Fool, Benzinga, TheStreet, MarketBeat, Proactive Investors, 247wallst, InsiderMonkey and Seeking Alpha.

What it delivers

One row per event with the fields you name, a source reference per row, a written method, and a run log. CSV, or a Snowflake or BigQuery share into your account. Article text is not delivered; extracted facts are.

Horizontal bar chart of the publishers behind AnaChart rows that carry a source link: StreetInsider 52.1%, TheFly 45.4%, Benzinga 1.6%, other 0.9%
Publishers behind the linked rows in the record. Source: AnaChart source registry, September 2026.

At a glance

InputFinancial news archives, wire text, filings, any dated prose with recurring facts
OutputOne row per event with date, entity, values before and after, and the source URL
Record so far830K+ analyst actions since 2008 from about eight publishers
Source linksKept on 59% of rows today; every new row carries one
IdentityOne analyst identity across firms and spellings; one ticker across renames
Quality checkEvery parsed row can be traced to the sentence it came from
EngagementScoped retainer; first extraction run priced after a sample of the archive
Contact[email protected]

Record types

Already parsed at scale: analyst rating and price-target actions (analyst, broker, ticker, rating before and after, target before and after, date, source). Record types the same sources carry and the pipeline can be pointed at: corporate guidance changes, insider transactions, 13F commentary, dividend and split announcements, executive changes, IPO pricing.

Pricing

Retainer from $499 a month for a maintained feed on one record type and one source set. One-off backfills quoted per 1,000 parsed articles. The first scoping question is free.

Limits, stated plainly

Public pages only. No paywall, login or bot-challenge bypass. Each source’s terms are checked before a run. Findings are reported as tested: a site that was not tested is marked untested, not guessed.