Document AI
Document AIDocument AI that reads what you have — invoices, claims, contracts, filings.
Macsons builds Document AI pipelines that extract, classify and act on unstructured documents at production accuracy — with the audit trail your controllers demand.
The problem we solve
Every enterprise is drowning in unstructured documents. Traditional OCR gets you 60% of the way; modern Document AI — OCR plus LLM plus tooling — takes the last mile without losing accuracy or audit posture.
Capabilities
What we deliver
Every capability is production-grade — designed to run in your environment, under your controls, against your KPIs.
Multi-format ingestion
PDF, scans, images, email attachments and structured feeds — including handwritten.
Extraction & classification
OCR + LLM + rule fusion for high-accuracy field extraction and doc-type classification.
Downstream action
Push structured data into ERP, CRM, ticketing or your workflow of choice.
Human-in-the-loop
Confidence-based review queues for the edge cases — with active-learning improvement.
Compliance & audit
Every extraction, model version and human decision is logged and reproducible.
How We Work
The Macsons delivery method
A disciplined delivery model — value first, risk-managed, measured against outcomes you signed up for.
01
Scope
Pick 1–3 document types with volume and business impact.
02
Build
Extraction, review UI, integration and evaluation.
03
Pilot
Parallel run vs. baseline; tune to accuracy target.
04
Scale
Broaden document types and channels under governance.
Use Cases & Outcomes
Where this pays off
- Invoice, PO and receipt processing across AP
- Insurance claims and healthcare EOB processing
- KYC/KYB document verification for banks and fintechs
- Contract abstraction and clause extraction
- Government filings and permit intake
- 60–90% reduction in manual document handling
- Faster cycle time and fewer disputes
- Full audit trail from raw doc to posted record
- Continuous accuracy improvement via active learning
Outcomes are indicative across comparable Macsons engagements. Every deployment is scoped to your baseline and validated with your data.
FAQ
Common questions from enterprise buyers
How accurate is it?
Field-level accuracy targets are set at kickoff (typically 95–99% depending on doc type). Below-threshold extractions route to human review.
Do you replace our RPA?
We often replace or dramatically shrink brittle RPA flows by handling variability that rules can't. Sometimes we sit alongside it.
Related Capabilities
Services we combine on this engagement
Where we deploy this
Industries served
Talk to a Macsons AI architect
Book a free 30-minute session. We'll map the highest-ROI application of this capability in your operation — and tell you honestly if AI is the wrong answer.