The End-to-End Platform for Data Extraction

Everything you need to build, deploy, and run your data extraction workflows — from data modeling to production QA.

What Limai Helps You Do

One platform for every step of your data extraction operations. From setting up your data model to running a fully auditable QA pipeline, Limai gives you the tools to build reliable, scalable extraction workflows — fast.

1

Design What You Need to Extract

  • Define your ideal output as structured data: fields, types, relationships
  • Support for both table-based and document-based schemas (e.g., invoices with line items)
  • Handle multi-page documents, attachments, and varied formats
  • Set up data sources like PDFs, emails, or Slack messages — no complex plumbing required
2

Test & Refine Your Extraction Logic

  • Create benchmark datasets using reviewed documents
  • Run different extraction versions and compare results
  • Measure accuracy by field, table, or document type
  • Know exactly when and where your extractions improve (or don't)
3

Deploy to Production with Confidence

  • Promote high-performing versions to production with a click
  • Use Limai's built-in models, optimized for real-world documents
  • Integrate via API and webhooks to automate your workflows
  • No guesswork, no hidden state — you're always in control
4

Review, Approve & Control the Output

  • View extracted data side-by-side with original documents
  • Accept, reject, or edit fields manually — or enforce full document review
  • Use Limai as your QA dashboard, with role-based access and audit trails
5

Monitor Accuracy and Keep Improving

  • Track changes, corrections, and accuracy trends over time
  • Catch quality issues before they become real problems
  • Get alerts when documents drift from expected formats
  • Continuous improvement baked into your day-to-day operations
Industry Solutions

Built for High-Stakes Use Cases

Limai supports teams across industries that rely on clean, accurate, structured data from messy documents.

Fintech & Accounting

Extract fields from invoices, receipts, bank statements, and contracts with full audit trails.

Use Limai to power:

  • Accounts payable workflows
  • KYC/AML data extraction
  • Reconciliation pipelines

Healthtech

Pull structured data from insurance claims, lab reports, or patient forms. Maintain traceability and manual review in workflows where accuracy matters.

Use Limai to power:

  • Clinical trial documentation
  • Insurance claims processing
  • Patient record standardization

Insurance

Standardize data from policy documents, claims reports, and assessments — even across different formats and providers. Monitor accuracy across thousands of docs.

Use Limai to power:

  • Policy information extraction
  • Claims assessment automation
  • Risk calculation data pipelines

Horizontal / General Purpose

If your team reviews extracted data from emails, PDFs, images, or Slack — Limai gives you everything from schema setup to approval workflows.

Use Limai to power:

  • Email attachment processing
  • Document categorization
  • Audit-ready approval flows

Education & EdTech

Turn messy transcripts, enrollment forms, and payment invoices into clean, structured records.

Use Limai to power:

  • Student onboarding
  • Course & credit extraction
  • Tuition and financial record workflows

Logistics & Supply Chain

Extract data from shipment documents, purchase orders, bills of lading, and customs forms.

Use Limai to power:

  • Vendor invoice processing
  • Shipment tracking systems
  • Proof-of-delivery validation

Why Limai?

Most tools stop at extraction. Limai handles the full lifecycle.

Here's how we compare to other approaches:

Easy schema design
Limai
Visual editor with structured types
LLM APIs
Requires prompt hacking
OCR / Template Tools
Manual or rigid
Benchmarking support
Limai
Built-in, field-level accuracy tracking
LLM APIs
DIY only
OCR / Template Tools
None
Iteration workflow
Limai
Test & compare versions in one click
LLM APIs
Prompt guesswork
OCR / Template Tools
Retrain entire model
Human-in-the-loop review
Limai
Native QA interface with approvals
LLM APIs
External tooling needed
OCR / Template Tools
Limited
Production deployment
Limai
API + version control
LLM APIs
Fragile
OCR / Template Tools
Custom scripts
Monitoring & drift detection
Limai
Full accuracy history & alerts
LLM APIs
Not supported
OCR / Template Tools
Not supported

⚡️ With Limai, you don't need five tools and a custom pipeline.It's all in one place.

Get Early Access

We're working hands-on with early adopters to shape the future of data extraction. If your team deals with messy documents, workflows, or accuracy reviews — Limai was built for you.