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DocuExtract

About

Document extraction, built by people who run AI on real infrastructure.

DocuExtract is built and maintained by Inspire AI Lab, a small AI consultancy. We help organizations move from AI proof-of-concept to production — audit-grade, compliance-ready, integrated into existing systems. DocuExtract is the platform behind our Document Intelligence practice.

Why we built this

The extraction tools we needed didn't exist.

Document extraction is foundational infrastructure for almost every AI workflow we build for clients. Yet the tools available either hallucinate values that aren't in the source, charge enterprise prices for what should be commodity work, or hide every extracted value behind a black-box API with no provenance you can audit.

We needed something different: a structural guarantee of no fabrication, a review queue that surfaces uncertainty instead of hiding it, honest multilingual labeling, and per-field source provenance that holds up to regulatory scrutiny.

So we built DocuExtract. Use the hosted SaaS for most workloads; engage our consulting practice when your deployment needs go deeper — custom models on your hardware, regulated compliance, integration with existing systems.

What we believe

Six principles. They're also commitments.

  1. 01

    Never fabricate

    Every value must trace back to a real source span. Ungrounded values are dropped or flagged for review — never returned as confident answers. This is structural, not optional.

  2. 02

    Surface uncertainty

    Below-threshold confidence routes to a human review queue with the source region highlighted. Customers know exactly what we know and don't know. Quality comes from honesty, not bravado.

  3. 03

    Verbatim, not paraphrased

    Every extracted value is the exact text from the source — never an LLM's paraphrase. The grounding step verifies this before any value is returned. Fabrication is structurally impossible, not merely discouraged.

  4. 04

    Honest labels

    Multilingual support is tiered: stable, beta, experimental. We don't claim "100+ languages" because most of those would mangle real documents. We'd rather ship fifteen we trust.

  5. 05

    Predictable cost

    Flat infrastructure cost when idle. Per-second compute when active. No per-page surprise bills. Plans scale linearly with document volume, not with arbitrary feature gates.

  6. 06

    Auditable provenance

    Every extracted field carries: which OCR tier, which model + version, the confidence score, the source region, any human correction. Append-only event log. Reconstruct any decision.

The team behind it

Inspire AI Lab.

A small AI consultancy based in New Jersey. We help organizations move from proof-of-concept to production AI on their own infrastructure — assessment, build, deploy, and ongoing operations.

Document Intelligence is one of our practice areas — multi-tier OCR for multilingual and degraded scans, audit-grade extraction, human-in-the-loop workflows. DocuExtract is the production platform that came out of that practice.

If your deployment requires more than a SaaS subscription — custom models on your hardware, regulated compliance, integration with existing systems, multilingual validation on a corpus of your own documents — that's the consulting conversation.

Try the product. Read the docs. Talk to us if it matters.

50 free documents a month gets you a real evaluation. Docs cover the full API and platform. The consulting practice is one email away.