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Solution
AI Document Processing
Extract, validate, and route data from any document — invoices, forms, contracts, and more.
What this can save you
Document data entry typically costs teams hours per week and introduces errors (internal estimate).
Estimates are internal — use our ROI calculator for your specific numbers.
What This Solution Delivers
Invoices, contracts, and forms arrive as PDFs and scans. Someone re-keys the data, and errors slip through. Centcept reads documents with vision + language models, extracts and validates fields against your rules, flags uncertainty, flows data into your ERP/CRM/database automatically, and routes exceptions to humans for quick review.
View this solution as...
Timeline
4–10 weeks
Cost range
$15,000 – $55,000
Expected outcome
Document data entry costs teams hours weekly and introduces errors. AI document processing extracts, validates, and routes data from any document automatically — with confidence thresholds and human review where it matters.
Key risks to plan for
Accuracy theater · Template fragility · Black-box extraction
The Problem
Invoices, contracts, and forms arrive as PDFs and scans. Someone re-keys the data, and errors slip through.
Operations teams
Stop re-keying data from documents into systems.
Finance & AP
Invoices, POs, and contracts processed without manual entry.
Compliance & risk
Contracts and forms extracted with validation and audit trails.
Any document-heavy team
Forms, IDs, and reports turned into structured data.
Handles messy documents
Scans, handwriting, and mixed formats are read — not templates-only.
Validation built in
Fields are checked against rules and flagged when uncertain.
Straight to your systems
Data lands in the ERP, CRM, or database automatically.
Human review on exceptions
Low-confidence fields route to people with full context.
How It Works
01
Documents are read by vision + language models.
02
Fields are extracted, validated against rules, and flagged when uncertain.
03
Data flows into your ERP, CRM, or database automatically.
04
Exceptions route to humans for quick review.
Timeline
4–10 weeks
Cost range
$15,000 – $55,000
Expected ROI
Data entry hours eliminated, error rate down, processing from days to minutes.
Outcomes You Can Expect
Examples of what this solution delivers — measured on your own numbers in discovery.
Data entry hours eliminated
Documents flow to systems untouched by human hands.
Error rate down
Validation catches what manual entry missed.
Processing in minutes
What took days now takes minutes.
What We Make Sure Goes Right
Accuracy theater
A 95% rate means 5% silent errors. Confidence thresholds and review catch them.
Template fragility
Fixed templates break on real-world variety. Vision models handle variation.
Black-box extraction
You must be able to see why a field was read that way. We keep it explainable.
Architecture
Vision + language models for document reading
Field extraction with confidence scoring
Validation rules engine
Exception routing workflow
Integration layer to ERP, CRM, databases, SharePoint/Drive
Integrations
Email inboxesERPCRMDatabasesSharePoint/DriveAccounting tools
What You Get
Document type coverage (invoices, POs, contracts, forms, IDs)
Extraction pipeline with validation rules
Confidence scoring and exception routing
ERP/CRM/database integration
Accuracy evaluation report
Scope & Boundaries
What's included
- ✓ Document ingestion (email, scans, uploads)
- ✓ Extraction with validation
- ✓ Exception review workflow
- ✓ System integrations
- ✓ Accuracy evaluation
What's not included
- ✕ Full ERP rebuild
- ✕ Physical scanning hardware
Who Works On It
Document AI engineer
Builds the extraction and validation pipeline.
Process analyst
Defines fields, rules, and exception flows.
Integration engineer
Wires extracted data into your systems.
Frequently Asked Questions
Which document types can you handle?
Invoices, purchase orders, contracts, IDs, forms, and any structured or semi-structured document — including scanned images.
What about accuracy?
Extraction is validated against your rules, with confidence thresholds and human review for uncertain fields.
Logical Next Steps
Your Solution Lifecycle
Related Resources
Related Services
Industries
Ready to explore ai document processing?
$15,000 – $55,000 typical range · 4–10 weeks typical timeline. Book a call and we'll scope it properly.