Structured document intelligence for governed workloads
Docen parses complex documents into precise, citeable JSON. Control schemas, evaluate runs, and deploy trusted document pipelines without stitching tools together.
Payments
Line items
Taxes
Terms
Net 30
Remit to
{
"invoice_id": "1842",
"total": 13416.0,
"currency": "USD",
"line_items": 12,
"confidence": 0.98
}Pages
1,024
Tables
296
Citations
1,182
Composable processors for every document flow
Combine parsing, layout, and evaluation primitives to build governed document pipelines across ingestion, QA, and delivery.
Turn scans and PDFs into clean, structured documents ready for downstream tasks.
Control output schema, redlines, and redactions for governed workloads.
High-accuracy extraction with citeable spans and reproducible evaluation harnesses.
Segment long documents into sections and hierarchies for targeted processing.
Benchmark extraction quality with transparent runs across your corpus.
Measured quality, transparent evaluations
Docen publishes evaluator-ready runs, rubric templates, and reproducible seeds so production teams can validate performance before rollout.
Document fidelity
99.1%
Token-level accuracy on long-form scientific PDFs.
Latency (p95)
1.8s
Batch-optimized pipeline with aggressive caching.
Layout recall
98%
Hierarchical segmentation across multi-page filings.
Schema coverage
180+
Prebuilt schemas for finance, research, and operations.
Governed pipeline runtime
Build resilient document pipelines with observable runs, schema-bound outputs, and policy-aware redlines. Everything ships with evaluation-first workflows.
Chain processors with schema validation, post-processing policies, and audit logs.
Serve governed pipelines via the Docen API or UI with role-aware access.
Evaluate drift, annotate edge cases, and replay runs across versions.
Built for governed document AI
Switch between the pillars of Docen's platform to see how pipelines stay observable, reproducible, and safe.
Schema-bound JSON with citations and policy checks before delivery.
Start free, scale with governance
Usage-based pricing with evaluation tooling included. Keep your pipelines observable as you scale.
$0 to start
- $50 credits to explore
- All processors
- Playground + API
- Email support
Usage-based
- Reserved capacity
- Evaluator runs
- SLA with uptime signals
- Workspace roles
Talk to us
- Custom schemas
- Batch pipelines
- Private deployment options
- Dedicated success
Built for high-governance teams
Docen runs in the background of critical document workflows across AI labs, archives, and operational teams.
FRONTIER AI LABS
Training data pipelines with layout-aware chunking and citations.
ARCHIVES
Digitize historical collections with hierarchical segmentation and OCR.
HEALTHCARE OPS
Governed extraction for claims, policies, and clinical paperwork.
FINANCE TEAMS
Spreadsheets, filings, and invoices with schema-bound outputs.
RESEARCH LIBRARIES
Table-rich PDFs converted into citeable datasets for analysis.
Playground
Inspect structured outputs before you ship
Upload documents, configure schemas, and preview evaluator overlays without touching code.
Insights
From the Docen lab
2024-11-08
Anti-hallucination safeguards for structured extraction
How Docen constrains generation pathways to keep outputs citeable and reproducible.
2024-09-18
Balanced extraction mode for complex layouts
Blending layout signals with language priors to stabilize outputs across noisy scans.
2024-06-12
Docen benchmarks and evals methodology
Transparent evaluation harnesses, public seeds, and rubric authoring workflows.
2024-03-05
Playground updates for governed pipelines
Pipeline templates, inspector overlays, and utilization traces now available in the Playground.
Move documents into governed production
Start in the Playground or talk to our team about reserved capacity and custom schemas. Every plan ships with evaluation tooling.
Playground with inspector overlays
Batch pipelines with utilization traces
Evaluator-ready runs with citations