Every extracted value points back to the block it came from.
Each field carries the block ID and page coordinate on the same response object as the value.
USE CASE · COMPLIANCE
Traceability you can hand to an auditor.
In a regulated workflow, every value has to trace back to a page, every pipeline change needs a version, and the data can't leave your boundary. Datalab gives you all three from one response.
TRUSTED BY
The regulated-submission pipeline that runs on-prem.
CASE · 03
Siemens Healthineers
Read study →"Datalab parses our regulatory submissions into structured data we can audit. The on-prem deployment is what made the procurement work."
- 5× PARSE THROUGHPUT GAIN
- 24% COST REDUCTION
- 6 wks TIME TO PRODUCTION
Schema-defined extraction with citations on every field.
import json
from datalab_sdk import DatalabClient, ExtractOptions
client = DatalabClient()
schema = {
"type": "object",
"properties": {
"invoice_number": {"type": "string"},
"total_amount": {"type": "number"},
"vendor_name": {"type": "string"},
},
}
options = ExtractOptions(page_schema=json.dumps(schema), mode="balanced")
result = client.extract("invoice.pdf", options=options)
extracted = json.loads(result.extraction_schema_json)
# extracted includes per-field citations to source blocks:
# {
# "invoice_number": "INV-2024-001",
# "invoice_number_citations": ["block_123"],
# "total_amount": 1500.00,
# "total_amount_citations": ["block_142"],
# ...
# }Why teams prefer Datalab for compliance.
A Pipeline version pins the schema, the parameters, and the custom steps together.
Published versions are immutable. Record the version in your audit log, and every output traces back to the exact configuration that produced it. Model updates ship separately; model pinning is available on enterprise plans.
Run where your auditor will accept the answer.
Choose EU residency, VPC, on-prem, or fully air-gapped — and we're SOC 2 Type II audited every year.
Run it where your auditor will accept the answer.
- Managed cloud
Start with an API key — nothing to host or operate.
Sign up → - EU data residency
Run in-region, with no egress to US infrastructure.
Sign up → - Your VPC
Runs inside your own AWS, GCP, or Azure account.
Talk to sales → - On-prem & air-gapped
Fully offline, the same model weights, dedicated support.
Talk to sales →
SOC 2 Type II · BAA available View our trust center →
START
Try it on a regulated workflow.
Free tier with up to $20 in credits per month — no card required.