Document AI & Data Extraction
Eliminate clerical backlogs and manual data entry errors. We engineer automated Document AI pipelines that combine computer vision, layout models, and LLM reasoning to extract nested tables, validate arithmetic, and sync clean records to your database.
What We Deliver
- Automated multi-page PDF, invoice, and statement parsing pipelines
- Table extraction and nested line-item structure normalization
- Deterministic mathematical verification (checksums, line totals, tax rates)
- Direct integration into PostgreSQL, NetSuite, QuickBooks, or custom ERPs
Exception Queue & Supervisor Review
Documents with low OCR clarity, anomalous figures, or failed mathematical checksums are routed to a split-screen supervisor review dashboard for fast human confirmation.
How we build and deploy.
Structured engagement from initial process audit to live production monitoring.
Document Schema Definition
We define the exact target JSON schema, field types, required validations, and business logic.
OCR & Spatial Layout Extraction
We deploy specialized vision-language parsers capable of interpreting complex borderless tables and key-value blocks.
Deterministic Arithmetic Validation
We run algorithmic checks verifying that extracted sub-items sum correctly to reported invoice or balance totals.
ERP & Database Synchronization
Validated records are injected into your accounting system or application database via secure APIs.
Exception Interface Delivery
We deliver an intuitive human review dashboard highlighting low-confidence fields on the original document.
Operational challenges we eliminate.
Clerical teams spending hours manually typing numbers from PDF invoices into software
We automate ingestion and extraction, delivering verified database records in seconds.
High rate of manual transcription errors causing payment disputes and ledger discrepancies
We run automated mathematical consistency checks before records are committed to databases.
Templates break every time a vendor modifies their invoice layout
Vision-language models understand document semantics dynamically without fragile coordinate templates.
Under the hood.
Deep architectural rigor built for software engineers and technical decision-makers.
Vision-Language Table Extraction
Extracts multi-column financial tables across page breaks without losing row alignment or column headers.
Pydantic Schema Enforcement
Guarantees that every extracted date, currency amount, and string matches strict type definitions.
Bounding-Box Coordinate Mapping
Every extracted value retains exact spatial coordinates on the source PDF for rapid audit verification.
Secure Signed-URL Storage
Private storage buckets with short-lived signed URLs ensure sensitive financial and medical documents stay secure.
Where this applies.
Merchant Cash Advance Statement Parsing
Extracts deposits, daily balances, and risk factors from 6 months of bank PDFs in seconds (proven in Finject).
Accounts Payable Invoice Processing
Ingests vendor invoices, validates PO numbers, verifies line math, and creates bills in your accounting ledger.
Insurance & Claims Triage
Extracts policy numbers, claim amounts, and incident descriptions from scanned paperwork.
Legal Agreement Metadata Tagging
Extracts effective dates, renewal terms, indemnity limits, and governing law clauses from contracts.
Related business use cases.
Internal Knowledge Assistants
Give your team instant, cited answers from internal SOPs, technical documentation, and project wikis.
Document-Processing Automation
Turn complex, unstructured PDFs, invoices, and contracts into structured database records in seconds.
Verified delivery standards.
Underwriting Acceleration
Finject MCA brokerage CRM with AI statement parsing
Brand-Compliant Social Reach
PostAutoPilot distributed social automation platform
Client Value Delivered
Over 200+ projects shipped across SaaS, AI, and workflow automation
Intellectual Property Guarantee
Clients own 100% of all custom code, prompt pipelines, and databases upon launch
Common questions about document ai & data extraction.
Q.How does the system handle poor quality or scanned documents?
We run automatic image pre-processing (deskewing, contrast normalization, binarization) prior to vision model ingestion to maximize character clarity.
Q.What happens if a field cannot be extracted with confidence?
The document is flagged and routed to your human review queue with the ambiguous field highlighted on the source PDF.
Q.Can we export directly into our accounting software?
Yes. We build native connectors for QuickBooks, NetSuite, Xero, SAP, Salesforce, and custom SQL databases.
Real software we have shipped.
Have a process that should work better?
Bring us the bottleneck, the brittle build, or the idea. We'll give you a direct read on what to do next.