LangParse is our document intelligence platform. It extracts, validates and routes data from PDFs, scans and images — with confidence scores, human review and workflow built in — and delivers it straight into the systems you run.
Define the fields you need. Get validated JSON.
Confidence scores, consensus, review queues.
Routed, approved, delivered to Xero, S3 or APIs.
LangParse isn't just extraction — it's the full document workflow. Ingest from anywhere, classify and split, extract against your schemas, validate with humans where it matters, and deliver clean data to the systems that need it.
Email inboxes, S3 buckets and APIs — documents flow in however your business receives them.
Multi-document PDFs split, classified and routed automatically — each page to the right schema and the right queue.
Drag-and-drop schema design, plus a catalog of ready-made templates — invoices, receipts, contracts, IDs, statements.
Field-level confidence scores on every extraction, with multi-model consensus and automatic dispute resolution.
Low-confidence fields route to a review queue with soft-locks — people check only what needs checking.
Validated JSON delivered to webhooks, S3, SQS/SNS, Xero or your REST APIs — with idempotency keys for production safety.
LangParse is sold and supported at langparse.dev — try the live demo, start on the free tier, or purchase through AWS Marketplace.
Try the Live DemoWe built LangParse the way we build for clients — AWS-native, serverless and production-first. It's the clearest proof of what our team ships when accuracy, security and scale all matter at once.
Event-driven pipelines on Lambda, queues and S3 — scaling from one page to millions with nothing to patch and no idle spend.
Multiple models extract independently and vote, with automatic dispute resolution — accuracy by design, not by hoping one model gets it right.
Review queues with soft-locks and field-level confidence — the product decides what needs a human, so people review minutes of work, not hours.
Idempotency keys, cross-account IAM and data residency options — built for production finance workloads from day one.
Natural-language querying across your entire document history, powered by Amazon Athena over the extracted data lake.
CI/CD, observability and continuous accuracy measurement on real documents — plus distribution through AWS Marketplace.
License LangParse and run it yourself — or have the team that built it design your document pipeline, wire up the integrations and put it into production for you.