Stop reading. Start acting.
South African operations lose thousands of hours typing invoices into Sage, reviewing lease agreements, and verifying ID documents. Argo's Document AI turns messy PDFs, scans, and mobile photos into structured ERP data in seconds.
Enterprise vision models extract complex tables, line items, and handwritten notes with near-flawless precision.
Scale high-volume monthly billing, FICA verifications, and delivery receipts without hiring additional data entry clerks.
Slash manual document processing overhead compared to traditional human re-keying and transcription salaries.
Deterministic mathematical verification ensures VAT, line-item totals, and account numbers always reconcile.
What we process.
From complex multi-page supplier tax invoices to crumpled delivery receipts and Smart ID scans, our models parse unstructured formats with unmatched precision.
Invoices & Credit Notes
SARS-Compliant Tax Invoices
Automatically capture supplier invoices from email inboxes or mobile photos. Argo extracts line items, unit costs, discounts, and 15% VAT, validates vendor tax numbers against SARS standards, and syncs clean bills into your ERP.
- ✓Itemized table extraction with SKU codes and unit pricing
- ✓Automatic 15% VAT mathematical reconciliation and tax number validation
- ✓Multi-currency support (ZAR, USD, EUR, GBP) with exchange rate tracking
- ✓Duplicate invoice detection to prevent costly double payments
Purchase Orders (POs)
Automated 3-Way Order Matching
Ingest purchase orders from customers and suppliers instantly. Cross-reference incoming PO numbers against your inventory quotes, verify agreed delivery schedules, and generate fulfillment tickets with zero manual re-entry.
- ✓Automated matching between POs, vendor quotes, and delivery notes
- ✓Discrepancy alerts for mismatched quantities or unexpected pricing
- ✓Line-item allocation across job numbers and internal cost centers
- ✓Direct push to warehouse dispatch and procurement schedules
Contracts & Legal Agreements
Clause Extraction & Renewal Vigilance
Never miss a contract renewal, price escalation, or notice deadline again. Argo scans 50+ page commercial leases, vendor SLAs, and employment agreements to extract key legal obligations, termination clauses, and liability caps.
- ✓Extraction of renewal dates, notice periods, and CPI escalation clauses
- ✓Automated calendar alerts sent 90, 60, and 30 days before contract expiry
- ✓Identification of non-standard indemnities and penalty clauses
- ✓Structured summary generation for executive and legal sign-off
ID Documents & FICA
South African Identity Verification
Accelerate customer onboarding and FICA compliance. Argo reads South African Smart ID cards, Green Barcoded ID Books, foreign passports, and proof-of-address utility bills, extracting names, ID numbers, and dates of birth instantly.
- ✓High-accuracy parsing of both Smart ID Cards and Green Barcoded ID Books
- ✓Algorithmic checksum validation of 13-digit South African ID numbers
- ✓Proof of address parsing from municipal bills and telco statements (< 3 months old)
- ✓Automated PII masking and POPIA-compliant encrypted archiving
Bank Statements
FNB, Standard Bank, Capitec, Nedbank & Absa
Stop manually downloading, converting, and deciphering PDF bank statements. Argo ingests statements from all major South African banks, extracts itemized transactions, detects salary deposits, and categorizes monthly expenses.
- ✓Native parsing of multi-page PDF statements and scanned paper printouts
- ✓Detection of debit orders, salary credits, cash deposits, and bank fees
- ✓Affordability calculation and cash flow velocity indexing for lenders
- ✓Direct CSV/OFX export or API feed into accounting reconciliation engines
Application Forms & Claims
Structured Data from Messy Scans
Turn complex paper application forms, credit applications, medical aid claims, and insurance forms into structured database records. Argo accurately reads checkboxes, handwritten notes, and signature blocks.
- ✓Handwriting recognition (ICR) for manual customer submissions
- ✓Checkbox, radio button, and signature presence verification
- ✓Automatic routing to underwriting, credit control, or approval teams
- ✓Immediate customer notification if required application fields are omitted
The 4-step process.
From raw, unstructured image to ledger posting in under 4 seconds — fully automated with mathematical verification.
Upload
Multi-Channel Document Ingestion
Documents arrive from anywhere your business operates. Argo monitors dedicated email inboxes (e.g. invoices@yourcompany.co.za), receives WhatsApp photo uploads directly from drivers, accepts SFTP bulk dumps, or connects via REST API.
- •Email inbox listener with automatic PDF and image attachment extraction
- •WhatsApp document drop for drivers, field agents, and customers
- •Direct drag-and-drop web portal and secure REST API endpoints
Extract
Multimodal Layout-Aware Vision
State-of-the-art vision models inspect the document layout. Unlike rigid OCR templates that break when a vendor changes their font, Argo understands spatial relationships — extracting complex tables, multi-column line items, and nested summaries.
- •Handles skewed angles, low-light mobile phone photos, and coffee stains
- •Extracts multi-page itemized tables with complete header alignment
- •Generates structured JSON schemas matching your ERP field requirements
Validate
Deterministic Rule Verification
Before any data touches your ledger, Argo runs strict mathematical and compliance checks. It verifies line item multiplications, confirms 15% VAT totals, checks vendor VAT numbers against SARS records, and flags duplicate submissions.
- •Mathematical reconciliation: Subtotal + 15% VAT === Total Bill
- •Vendor registry lookup and duplicate transaction blocking
- •Confidence score calculation with instant flagging of ambiguous fields
Action
Direct ERP & Ledger Posting
Approved data is instantly pushed into Sage, Xero, QuickBooks, SAP, or your custom database. The original PDF is archived in secure cloud storage with permanent deep-link audit trails and Slack/WhatsApp notification alerts.
- •Direct ledger entry creation with attached original PDF documents
- •Automated approval routing via Slack or WhatsApp for high-value bills
- •End-to-end processing completed in under 4 seconds per document
Integration Targets
Argo pushes clean, validated ledger entries directly into South Africa's leading ERP and accounting packages.
Sage Pastel & Business Cloud
Seamless integration with South Africa's most popular business accounting platform. Posts supplier invoices directly to general ledger accounts, updates stock quantities, and attaches original tax invoice PDFs.
Xero
Creates draft or approved bills in Xero in real time. Automatically maps tracking categories, line-item account codes, and currency conversions with zero manual re-keying.
QuickBooks Online & Desktop
Full two-way synchronization for accounts payable, purchase order fulfillment, and customer invoice matching. Reduces month-end close time by up to 80%.
SAP Business One & S/4HANA
Enterprise-grade integration via SAP Service Layer and BAPI connectors. Handles complex multi-warehouse item receipts, tax codes, and project accounting structures.
Custom ERP & SQL Databases
Have an in-house database or specialized industry software? We build custom webhooks, secure SFTP feeds, and REST/GraphQL connectors to match your internal architecture.
Case studies in Document AI.
See how South African enterprises scaled throughput while eliminating data entry overhead.
National Food & Beverage Distributor
Processed 3,500 delivery notes and supplier invoices every month. A team of four full-time clerks spent 140 hours a week manually entering quantities, calculating VAT, and resolving billing discrepancies in Sage Pastel.
Argo deployed an automated Document AI pipeline. Invoices landing in the accounts inbox are parsed within 3 seconds, cross-referenced with purchase orders, and posted directly to Sage with line-item detail.
- ✓Monthly processing hours dropped from 560 to under 12 hours
- ✓Invoice processing cost reduced by 88% (saving R45,000+ per month)
- ✓Zero missed early-settlement vendor discounts
Vehicle Asset Finance & Leasing Firm
New vehicle finance applications took 48 hours to approve due to manual verification of applicant Smart IDs, 3 months of bank statements, and salary payslips.
Argo integrated an automated FICA and affordability document processor. Applicants submit documents via web portal or WhatsApp; Argo validates the SA ID number, calculates net disposable income from bank statements, and outputs an affordability score.
- ✓Application turnaround dropped from 48 hours to 8 minutes
- ✓Customer drop-off during onboarding decreased by 44%
- ✓Fraudulent bank statements detected with 99.4% accuracy
Frequently Asked Questions
Clear answers on precision, formatting, ERP connectors, and POPIA security.
How does Document AI handle poor-quality scans or smartphone photos?
Our multimodal layout-aware vision models are specifically trained on real-world document imperfections. They automatically deskew tilted photos, compensate for low lighting, remove shadows, and isolate tables even if a driver took a photo on their phone in the cab of a truck.
Can the system read handwritten delivery notes or driver sign-offs?
Yes. Argo employs advanced Intelligent Character Recognition (ICR) alongside contextual language models. It can decipher handwritten quantities, recipient names, delivery timestamps, and verify the physical presence of a signature on Proof of Delivery (POD) sheets.
What happens if a document has an ambiguous number or low confidence score?
Argo uses a Human-in-the-Loop confidence engine. Documents with confidence scores above 98% process automatically. If an ambiguous field occurs (e.g. a torn paper edge obscuring a line item), the system flags only that specific field and presents a single-click verification card to your team.
Does this replace our bookkeeper or finance team?
No. Document AI eliminates the soul-crushing, repetitive manual typing from their jobs. Your finance team shifts from being manual data-entry typists to high-level controllers who review high-level variances, optimize cash flow, and manage supplier relationships.
Is our confidential financial data safe and POPIA compliant?
Yes. All data processing is strictly isolated with end-to-end TLS encryption. We provide local South African data processing pipelines, automatic PII masking (redacting sensitive ID and personal numbers where unnecessary), and guarantee your data is never used to train public AI models.
How do we test Document AI on our own company's invoices?
We offer a zero-risk pilot. Send us 5 to 10 of your most complex real-world supplier invoices or documents. We will run them through our pipeline and deliver a live demonstration showing the extracted data, mathematical verification, and ERP output — completely free of charge.
Test 5 sample documents for free.
Send us 5 of your messiest real-world supplier invoices or documents. We will show you the exact extracted JSON and ERP preview with zero sales pressure.