AI Document Extraction (PDFs, Contracts, Forms → Structured Data)
GPT-4o vision + structured outputs that read any document, extract exactly the fields you need with citations to source, and validate against business rules before posting. Built by Creative Genius on OpenAI Vision, AWS Textract, Google Document AI and ready for production in 3–8 weeks.
The problem
Critical business data is locked in PDFs, scanned forms, and contracts. Manual extraction is slow + error-prone. Existing OCR tools miss context.
The solution
GPT-4o vision + structured outputs that read any document, extract exactly the fields you need with citations to source, and validate against business rules before posting.
How we build it (step by step)
- Define output schema (Zod / JSON Schema)
- Build vision pipeline with confidence scoring
- Validate against business rules
- Human-in-loop only for low-confidence extractions
- Push to downstream systems
The stack
We pick the right tool for the scope. No tool worship.
ROI snapshot
10–50x faster than manual extraction with under 2% error rate when validated.
Industries where this ships well
FAQs
How does ai document extraction actually work?
GPT-4o vision + structured outputs that read any document, extract exactly the fields you need with citations to source, and validate against business rules before posting.
What does a ai document extraction build cost?
New service engagements start at $6,000/month for 20 offsite hours. Additional hours and onsite work are $300/hour.
How long until it's live?
Typical timeline: 3–6 weeks from kickoff to production. Week 1 discovery, weeks 2–4 build, week 5 testing, week 6 launch. Larger enterprise scopes run 8–12 weeks.
What's the ROI?
10–50x faster than manual extraction with under 2% error rate when validated.
Which industries use this?
We've shipped this for Legal, Healthcare, Insurance, Real Estate, Logistics. The underlying pattern works in almost any vertical — the tuning is what changes.
What rights do we have to work product?
Retainer work is licensed for internal use. Project deliverables are assigned only when expressly identified in a signed SOW.
Related use cases
Ready to ship this for your team?
Free 30-minute strategy call. We'll tell you exactly what we'd build, what it'd cost, and whether AI is actually the right tool for the job.