Extraction
for Prose
Turn narrative-heavy documents into structured facts with LLM extraction, each tied to the source span that supports it. Built on EDGAR, portable to any corpus where the truth hides in language.
- Filing-native
- Evidence-tagged
- Schema-versioned
- 84,969 M&A facts tagged
From the source
"In 2007, we completed seven acquisitions ... including six acquisitions by our strategic communications practice. Outside of the U.S., we expanded our geographic reach by acquiring Gravitas Comunicaciones Estrategicas Limitada, based in Panama and Colombia, which provides financial and strategic communications services in Mexico, Central America and South America."
FCN · 10-K · FY 2007 · filed 2008-02-29
Extracted
- Workflow fitIndexes diligence-room documents into a fact table where each answer links back to the exact clause, exhibit, or filing paragraph reviewers need to clear.
- Workflow fitBuilds target screens from disclosed buyer behavior: markets entered, deal cadence, spend bands, integration language, and cited rationale for each thesis.
- Workflow fitKeeps coverage models and notes current by normalizing acquisition count, spend, geography, and strategy signals across peer filings.
- Workflow fitPreps peer-comps and Q&A with quoted disclosure language on M&A strategy, capital allocation, integration, and market expansion.
- Workflow fitCreates reproducible datasets from narrative filings with versioned schemas, acceptance states, and source spans for replication.
- Workflow fitTriage review queues by flagging acquisitions, geographies, services, and inferred strategy while preserving the source language behind each signal.
At scale.
- Valuation-ready issuers
- 7,532
- 473 active issuers held from screening
- Acquirer records
- 3,520
- extracted, audited, published
- Extracted M&A facts
- 84,969
- from 65,662 M&A-reviewed filings
- Indexed annual reports
- 278,378
- broad EDGAR map · 38,223 CIKs
i.Markets
20 markets, positioned.
Concentration × momentum, every tile color-coded by the dominant strategy archetype the engine extracted from filings in that sector.
Open the surface
ii.Companies
7,532 valuation-ready issuers.
3,193 active M&A playbooks sit inside the broader target-screening universe. The full CIK map stays in data health.
Open the surface
SE-Cluster Research · Q2
iii.Reports
Quarterly synthesis.
Cycle-over-cycle research notes. Abstract, key findings, briefs, and a filing-language wall — citation-backed end to end.
Open the surface
Ready when you are
Run the engine.
See the receipts.
Pick a target. Pick a research template. Watch the fields land with their source spans attached. The studio runs the same engine we ship in production.