AI Document Processing & Extraction
Extract structured data from invoices, work orders, and forms directly into your accounting or ERP
Overview
Manually transcribing data from vendor PDF invoices, bills of lading, physical receipts, customer order forms, and inspection sheets is slow, tedious, and prone to costly keystroke mistakes. We engineer automated AI document processing pipelines for Calgary businesses that accurately extract header fields, line items, totals, and dates, validating the extracted data against your business rules before exporting it into your accounting or ERP system.
Who this is for
Tailored for Calgary organizations seeking practical, accountable AI engineering.
- Calgary accounting and finance teams processing dozens or hundreds of supplier invoices and receipts monthly.
- Logistics, freight, and trade companies handling bills of lading, dispatch sheets, and customs documents.
- Field service contractors processing handwritten work orders, equipment inspection logs, and service tags.
- Property management and real estate offices handling lease agreements, tenant applications, and utility bills.
What is included in scope
Clear, tangible deliverables defined and agreed before work commences.
- Automated document intake from dedicated email inboxes, file drops, or scanner network shares
- OCR and multi-modal LLM extraction of line items, totals, tax amounts, vendor names, and PO numbers
- Automated business validation rules (e.g. verifying math totals, PO number cross-matching, vendor validation)
- Exception review portal where staff can inspect uncertain values with side-by-side visual document highlighting
- Direct API and CSV export into QuickBooks, Xero, Sage, Microsoft Dynamics, or custom databases
Engineering process & milestones
How we test, validate, and deploy solutions without operational risk.
1. Document Sample Collection
We collect 20 to 50 representative document samples across your typical suppliers and formats to map data fields and identify formatting variations.
2. Extraction Schema & OCR Tuning
We define structured JSON schemas and configure specialized extraction models capable of handling skewed scans, multi-page tables, and varied layouts.
3. Validation Rules & Exception Workflow
We implement mathematical cross-checks (line items summing to total, tax rate verification) and route low-confidence fields to an operator review queue.
4. Accounting & ERP Integration
We connect the validated output directly to your target accounting software or ERP system, eliminating double entry.
Key business advantages
Why Calgary businesses choose transparent, pragmatic AI implementation.
Slash Manual Entry Overhead
Reduce invoice and document data entry turnaround from days to minutes, allowing finance staff to review rather than manually type entries.
Catch Discrepancies Early
Automated validation algorithms immediately catch vendor billing arithmetic errors or mismatching purchase order numbers before payments are released.
Handle Varied Layouts
Unlike brittle legacy OCR templates that break when a supplier moves a logo, multi-modal AI extracts data based on contextual meaning across diverse layouts.
Implementation guide & common pitfalls
Avoid expensive traps and build systems your staff will genuinely use.
Pitfall: Trusting OCR Without Math Validation
Never export raw OCR values without automated validation rules that verify whether subtotal plus tax actually equals the invoice total.
Pitfall: Low-Resolution Mobile Phone Photos
Field staff taking blurry, shadowed photos of receipts cause extraction errors. We implement image pre-processing and guidance checklists for field operators.
Practical Tip: Side-by-Side Review Screens
Equip your finance team with review screens that show the original PDF on the left and extracted values on the right for instant visual spot-checking.
Transparent Calgary engineering rates
Predictable hourly rates with zero vendor markups or subscription lock-in.
$115–$150 per hour
Assessment, architecture and implementation for ai document processing & extraction in Calgary. Written scope agreed in advance. Fixed-scope project quotes are available on request, and scope and cost are confirmed in writing before work starts.
Related AI capabilities
Explore complementary automation and intelligent document solutions.
Workflow Automation & AI Agents
Automate repetitive data entry, email routing, and document workflows with human verification
Custom AI Knowledge Assistants
Make company manuals, SOPs, and project documentation instantly searchable with citations
Private On-Premise AI Infrastructure
Deploy sovereign, open-weights AI models on your own servers with zero cloud exposure
Frequently asked questions
Can this process handwritten field notes and service tickets?
Yes. Modern multi-modal models achieve remarkably high accuracy on legible handwriting, especially when constrained by predefined dictionary fields and validation rules.
How are exceptions and unrecognized vendors handled?
When a document fails a validation rule or introduces an unknown vendor, the system flags the file and places it in an exception queue for a human operator to review and approve.
Is our financial data stored or shared with external parties?
No. All processing is configured using zero-data-retention APIs or completely local self-hosted OCR models on private infrastructure, ensuring compliance with strict privacy standards.
Discuss your AI or automation use case
Send an inquiry. We evaluate your workflow and tell you candidly if AI is the right tool.