The data backbone for enterprise intelligence

Documents in.
Structured truth
out.

Structora turns chaotic, unstructured legal and financial documents into validated, machine-readable data infrastructure — with citations to every source span and auditable confidence on every field.

99.4%Field-level accuracy
14M+Documents processed
SOC 2Type II · ISO 27001
Extraction · ext_01HQR3X Northstar Industries · Credit Agreement
Validated
Borrower
Northstar Industries, Inc.
§ 1.1 · p. 3
Commitment
$420,000,000
§ 2.1 · p. 14
Maturity
March 14, 2031
§ 2.3 · p. 14
Interest rate
SOFR + 275 bps
§ 2.4 · p. 16
99.4%  confidence 214  fields 31s  runtime
audit · 9c1a…b4f2
Trusted by data & operations leaders at
MERIDIAN TRUST Halcyon Capital NORTHSTAR ATLAS/ LEGAL Bridgeport Re CRESTLINE
What we do

A pipeline, not a parser.

Most extraction tools give you guesses on a page. Structora gives you a system — with schemas you control, validations you can audit, and confidence you can actually trust on the floor of a deal.

01

Schema-first extraction

Define the data you need with our schema editor or bring your own JSON Schema. We extract to your shape — not ours.

Custom schemas · Versioned · Reusable
02

Cross-document validation

Rules engine reconciles values across exhibits, schedules, and amendments. Surfaces conflicts before they reach a human.

Deterministic · Explainable · Cited
03

Auditable infrastructure

Every field links back to its source span, with model confidence, reviewer history, and a full audit trail your compliance team will love.

SOC 2 · ISO 27001 · Field-level audit
The pipeline

From PDF to production data — in five passes.

Structora is a system of stages, not a single model. Each stage is observable, replaceable, and built for the realities of enterprise documents: scans, redlines, footnotes, and 800-page exhibits.

01 · Ingest

Normalize

OCR with layout preservation. Tables, headers, footnotes, redlines and stamps — all recovered.

02 · Classify

Route

Document & section classifier picks the right schema and extraction strategy.

03 · Extract

Resolve

Multi-pass extraction with span-level citations and per-field confidence.

04 · Validate

Reconcile

Rules + cross-document checks catch conflicts before they reach a human.

05 · Deliver

Stream

Push to your data warehouse, lake, or system of record. Webhooks, SDKs, exports.

Customer · Halcyon Capital

"We replaced a team of seven analysts and a vendor we'd used for nine years. Structora gave us data we could actually trust — with the citations to prove it."

EM
Elena Marchetti
Head of Data Operations, Halcyon Capital
Outcome
94%
Reduction in manual review time
11×
Faster portfolio onboarding
$2.8M
Annualized savings, year one
0
Material misclassifications in audit
Read the case study
14M+ Documents processed across credit, legal, and capital markets
2.1B Pages OCR'd with layout-aware reconstruction
99.4% Field-level accuracy on validated production schemas
240ms Median time-to-first-token on a 50-page document
Get started

See Structora on your own documents.

Bring 5–10 representative documents. We'll spin up a sandbox with your schema and run them end-to-end in 48 hours. No commitment, no procurement maze.

By submitting you agree to Structora's privacy notice. We never train on your documents.