Challenge
Seventeen invoice formats had to be interpreted consistently and converted into structured records without hiding extraction uncertainty.
Case study / AI & operations

Show the decision, the delivery and the change it created.
An AI-assisted workflow for extracting information from varied documents and preparing it for business systems.
Useful automation makes uncertainty visible and gives people a clear review point.
What the work involves
Every engagement is tailored to the organisation, users and operating environment. The areas below show how we turn the need into a clear, deliverable system.
Seventeen invoice formats had to be interpreted consistently and converted into structured records without hiding extraction uncertainty.
Fields, variations, validation rules, exceptions and downstream CRM requirements were defined before automating the workflow.
A document upload and extraction flow using vision-language processing, structured validation, review states and integration-ready output.
Generative AI, document processing, workflow automation, UX, validation design, API integration and evaluation.
A repeatable foundation for reviewing and processing complex invoices with clearer control over exceptions and downstream data.

Proof should make the change tangible, from constraint to outcome.
What this should change
Accountable delivery
Infozzle can frame the decision, design the experience and system, implement the work, support launch and improve what happens next.
See how we workA useful next step