Finance

Financial data extraction — filings, transcripts, markets, alt data.

Public regulatory filings, earnings transcripts, market reference data, and alternative datasets — extracted on a schedule and delivered in your format. Built for research desks, quant teams, and corporate strategy functions that need data, not a terminal subscription.

What we deliver

Regulatory filings

  • SEC EDGAR (10-K, 10-Q, 8-K, S-1, DEF 14A)
  • International filings (SEDAR+, Companies House)
  • Insider trading (Form 4, 144)
  • Beneficial ownership (13D / 13G / 13F)

Earnings & transcripts

  • Quarterly earnings release PDFs
  • Earnings call transcripts
  • Investor day presentations
  • Guidance updates and pre-announcements

Market & reference

  • Public price and volume snapshots
  • Index constituents and weights
  • ETF holdings and flows
  • Corporate actions (splits, dividends)

Alternative data

  • E-commerce price baskets and stock flags
  • Job postings as a hiring signal
  • App store rankings and reviews
  • Web traffic and review velocity

Delivery formats

CSV / Excel for analystsJSON / Parquet for data teamsDirect Postgres / BigQuery / Snowflake loadsS3 / SFTP scheduled dropsWebhook on new-filing events

FAQ

Is this an alternative to Bloomberg / Refinitiv / FactSet?

No. Those vendors aggregate licensed reference data with terminal access and analytics. We complement them by extracting structured data from public sources they don't cover, or covering specific niches without the per-seat cost. We're closer to a managed-extraction service than a market-data terminal.

Can you keep up with daily filings and earnings releases?

Yes. EDGAR, SEDAR, and most regulatory feeds publish on a known cadence; we can deliver new filings within minutes of publication via webhook, or as a daily / hourly batch. Earnings transcripts arrive on the publication schedule of the company's IR site.

Do you parse PDFs into structured fields?

Yes. Filings, presentations, and earnings PDFs are parsed into structured tables (income statement, balance sheet, segment reporting) on top of the raw text. We can also extract footnotes, segment-level breakdowns, and tagged XBRL data.

What about non-public, paid data?

We work only with public sources or sources where the client holds an explicit license. We will not bypass paywalls or scrape licensed terminal data. If you have a license that permits programmatic extraction, we can scope around that.

Compliance and accuracy guarantees?

Field-level confidence scores on parsed values, schema validation on every delivery, and automated reconciliation against XBRL where available. For regulated workflows we provide an audit trail and signed delivery manifests. Final accuracy responsibility sits with the client's review process.

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