How the AI actually works.
Plain explanations of what happens between a photo of a receipt and a reconciled record, with links to the relevant part of the product.
- 01OCR / VLM
Why OCR alone isn't enough for financial documents
Reading text is the easy part. Knowing which number is the total, which line is VAT and which block is the supplier takes layout understanding.
- 02Agentic AI
What an agent does in DexAI
Each agent owns one job, from classification to reconciliation, and hands off to the next. Here is how the chain fits together.
- 03Validation
Confidence scores and human review
Every extracted field carries a confidence score. Low scores are flagged for a person, not silently posted.
- 04Reconciliation
How bank matching finds the right document
Amount, supplier and date are weighed together; exceptions are listed rather than guessed.
- 05Training
Training models on financial paperwork
Specialising on receipts, invoices and statements, and measuring every release before it ships.
- 06Infrastructure
Running document AI on CPU or GPU
Why DexAI's models are optimised to run on either, and what that means for deployment.
Built on DexAI's own AI technology.
Reading financial paperwork well takes more than text recognition. DexAI pairs its own OCR with a vision-language model and a document intelligence layer that turns reading into finished bookkeeping.
- 01
Proprietary OCR
Text extraction built for financial paperwork rather than general documents.
- Advanced document text extraction
- Structured data extraction
- Financial document understanding
- 02
Proprietary VLM
A vision-language model that reads the page the way a person does.
- Understands document layout
- Understands visual context
- Handles complex financial documents
- 03
Document Intelligence
The layer that turns reading into finished work.
- Classification
- Extraction
- Validation
- Automation
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