GL API Structured extraction for developers

Stop broken automations caused by unstable LLM output.

GL API converts messy text into schema-safe JSON — so your Make/Zapier workflows don’t break when the model changes its formatting. Includes confidence scoring, usage limits and predictable structure.

Schema-enforced output

Your keys + nesting are guaranteed. Missing fields become null.

Warnings + confidence

Transparent extraction with a confidence score (0–1).

API keys + limits

Per-key limits + usage tracking (/me/usage).

Example request

curl -X POST https://ai-extract-api.onrender.com/extract \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "text": "Rechnung Nr. 2026-001 von ACME GmbH vom 2026-02-01. Gesamt: 249,90 EUR. Fällig: 2026-02-15.",
    "schema": {
      "company": null,
      "invoice_number": null,
      "date": null,
      "due_date": null,
      "amount_total": null,
      "currency": null
    },
    "language": "de"
  }'

Example response

{
  "data": {
    "company": "ACME GmbH",
    "invoice_number": "2026-001",
    "date": "2026-02-01",
    "due_date": "2026-02-15",
    "amount_total": 249.9,
    "currency": "EUR"
  },
  "warnings": [],
  "confidence": 1.0,
  "model": "gpt-4.1-mini"
}

Built for automation builders

No more fragile JSON parsing.
Your schema is enforced. Missing fields become null. Keys never disappear.
Confidence score included.
Decide in your workflow whether to auto-approve or flag uncertain extractions.
Per-key limits + usage tracking.
Perfect for agencies managing multiple clients.

Why not call OpenAI directly?

Because apps need reliability.
GL API wraps LLM extraction with schema enforcement, consistent responses, API keys, per-key limits, and usage reporting — so you can ship without building infrastructure first.
Made for automation & integration.
Works well with Make.com/Zapier, backend services, ETL pipelines, ticket systems, and any workflow that needs predictable JSON.

Pricing

Free

€0
200 requests/month • best for testing
  • Schema-validated JSON
  • Warnings + confidence
  • Usage endpoint

Pro

€29/mo
5.000 requests/month • for production
  • Higher monthly limits
  • Priority support
  • Custom model option (later)

Business

€79/mo
20.000 requests/month • for teams
  • Even higher limits
  • Dedicated support
  • Optional on-prem (later)

Scale

Custom
High volume • SLA • custom limits
  • Custom limits
  • SLA with uptime guarantees
  • Dedicated support + onboarding

Stripe automation can be added once there is steady demand. Early access is manual key issuance.

Get an API key

Step 1 — Request access
We reply within 24h: dustinglimmann4@gmail.com
Subject: GL API key
Include: use-case + expected monthly volume.
Step 2 — Receive your key
You’ll get a key like YOUR_API_KEY plus your plan and monthly limit.
Step 3 — Call the API
Use Authorization: Bearer YOUR_API_KEY with /extract and /me/usage.

Status

Health
GET /health returns {"ok": true}.
Swagger
Docs available at /docs.