Your agents read and understand what your users send them
Scanned invoices, field photos, contracts, diagrams. OCR and vision models turn visual content into usable data, directly within your agentic workflows.
Two technologies, one unified capability
OCR and vision models are complementary. Agora combines them in a single call, transparent to your agents.
OCR
Fast, reliable text extraction from images, scanned PDFs and photos. High accuracy, even on poor-quality documents.
- Invoices, contracts, forms
- Structured data extracted
- Fast and cost-effective at scale
Vision models
Understanding of visual content as a whole: diagrams, tables, photos, complex layouts. The model reasons about what it sees.
- Field photos, screenshots
- Contextual interpretation
- Complex documents with diagrams
How it fits into an agent
An incoming document automatically triggers a workflow. The agent extracts, interprets and acts.
Receipt
The user sends a document or image via their channel of choice
Extraction
OCR extracts the text, the vision model interprets the visual content
Structuring
The agent identifies the key data and formats it according to your business logic
Action
Automatic creation or update in your software, with no re-entry
Use cases for publishers
Concrete scenarios to enrich your software without months of R&D.
Accounting documents
Invoices, purchase orders, quotes. The agent extracts vendor, amount, date, VAT and creates the record in your ERP or CRM with no re-entry.
Field photos
Site photos, service reports, equipment. The vision model describes, classifies and links the photo to the right entity in your software.
Compliance checks
Automatic verification that incoming documents are complete and compliant. The agent flags anomalies before they block the process.
Enhanced support
The user sends a screenshot to illustrate their issue. The agent understands the visual context and responds accurately, with no back-and-forth.
What changes, at every level
For your end users
No more manual re-entry. They send their document from their inbox or their phone, the agent handles the rest. Zero forms, zero double entry.
For your clients
Reliable data, captured at the source, with no typing errors. The pipeline reflects reality. Software adoption takes off once the friction disappears.
For you, the publisher
A new generation of features in a few weeks, not 18 months of R&D. Differentiate on ground your competitors haven't claimed yet and open a premium revenue line.
Your documents become data
Let's look together at which documents your users still process by hand today, and how to automate them.