01 / Document intelligence
A reliable path from document to data.
Stackruit designs intelligent document processing systems that extract the right facts, show their evidence, and fit the controls your organization already trusts.
Talk to an architectEducation · Identity · Income · Tax · Banking · Property · Insurance
What we process
The messy middle between a file and a decision.
Pipeline architecture
Designed to be inspected, not just impressive.
Every stage has a contract, a confidence signal, and an intentional handoff. That is how automation earns a place in a regulated workflow.
Ingest
Email, upload, API, or core system event
Understand
OCR, layout parsing, and vision LLM extraction
Validate
Confidence scores, policy rules, and human review
Connect
Structured records back into the systems of record
See the output
Structured data with the evidence attached.
A small preview of the experience we give operators, reviewers, and downstream systems.
Live extraction preview
● Pipeline online
invoice_sample.pdf
4 pages · 1.2 MB
Structured output
99.7% confidenceTrust layer
Evidence-first
Every extracted field points back to its source region.
Immutable events
Keep a durable record of model, rule, and reviewer actions.
Flexible deployment
Use VPC, private cloud, or on-prem patterns when data cannot leave.
System-native
Connect the output to ERP, CRM, core banking, or your own APIs.
Before
Inbox → download → re-key → second review → spreadsheet
After
Ingest → extract → validate → approve → system of record
