Manual data entry
Teams keep retyping document fields into internal systems, which slows operations and creates avoidable cost.
AI Solutions
Document Intelligence Systems
Build OCR, extraction, and validation workflows that turn documents into operational data.
Extract, validate, and automate document workflows using AI. SofGent builds OCR and document intelligence systems that turn files, scans, and forms into usable business data.
Outcomes
OCR for PDFs, images, and formsAI extraction with validation workflowsStructured outputs for APIs and databasesIndustries
BankingFintechInsuranceOperationsThe Problem
Document-heavy workflows break down when every file still needs human re-entry.
PDFs and images are not usable
Critical business information is trapped in scans, PDFs, photos, and attachments that applications cannot directly work with.
Errors in processing
Inconsistent extraction, missing fields, and human mistakes create unreliable downstream workflows.
Slow workflows
Approval flows, onboarding, reporting, and verification processes all stall when documents need manual review at every step.
Our Approach
Build the extraction, validation, and routing system around the document flow.
Step 1
Document upload
Ingest PDFs, images, scans, forms, and multi-page files from user uploads, inboxes, or internal systems.
Step 2
OCR processing
Convert image-based and scanned documents into machine-readable text with layout-aware OCR pipelines.
Step 3
AI extraction
Extract target fields, entities, line items, and business attributes using rules plus AI-assisted parsing.
Step 4
Validation layer
Apply confidence scoring, business rules, and review workflows before data is accepted downstream.
Step 5
Structured output
Deliver clean JSON, API responses, or database-ready records that can feed operations and products.
Deliverables
What ships at the end of the engagement.
Every engagement closes with a working production system, documentation, and a handover so your team owns it after we step out.
- Structured JSON outputs ready for downstream systems
- Admin review dashboard for low-confidence documents and exception handling
- APIs for ingestion, extraction results, and system integration
- Workflow automation for routing, validation, and business actions
- Production-ready OCR and extraction pipeline documentation
Use Cases
Where this service creates real leverage.
Bank documents
Extract and structure fields from statements, forms, and financial onboarding documents.
Faster onboarding and fewer back-office manual steps.
KYC verification
Process IDs, proofs, and verification documents faster with extraction and review workflows.
Shorter verification cycles with clearer auditability.
Invoice processing
Capture line items, totals, vendors, and dates without manual re-entry.
Cleaner finance operations with lower processing cost.
Internal document systems
Turn operational documents into searchable, structured records for internal teams and products.
Usable business data instead of static file archives.
Tech Stack
- FastAPI
- Python
- Tesseract
- Transformers
- PostgreSQL
- AWS SQS
- Angular
- Docker
Why SofGent
Built for teams that need real systems, not demos.
Built on real OCR delivery experience
SofGent has shipped document processing systems where extraction quality and operational reliability actually matter.
Production-grade pipelines
We build processing, validation, and review layers that work in real workflows, not shallow demos.
Designed for edge cases and scale
From messy scans to confidence thresholds and exception handling, we design for operational reality from day one.
Pricing
From $18,000
Architecture + workflow build
Initial OCR and extraction workflows typically ship in 3–5 weeks.
FAQ
Answers to the questions clients ask before they book.
Don't see your question? Mention it on the strategy call — we'll cover the specifics for your stack and stage.
Scanned PDFs, images, forms, invoices, IDs, KYC packets, statements, and multi-page document sets. If the workflow has recurring document patterns, we can usually build a structured extraction pipeline for it.
Accuracy depends on document quality and variation, so we design for operational reliability rather than a marketing percentage. That means confidence scoring, rule validation, and review workflows so weak outputs do not silently enter your system.
Yes. Human-in-the-loop review is a standard part of the architecture for low-confidence fields, exceptions, and compliance-sensitive workflows. We do not assume every document should bypass review.
Yes. The output layer is designed for operational use, which means structured JSON, database-ready records, and APIs that can feed your CRM, ERP, onboarding flow, reporting system, or any other downstream tool.
Ready to start
Let's scope your document intelligence systems engagement.
Book a free 20-minute strategy call. We'll review your stack, surface the highest-ROI workflow, and outline a production path.