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The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Related posts
At Procys, I design the exception path alongside document extraction.
Invoices and identity documents arrive in different layouts. OCR and LLM reasoning produce candidate fields. Deterministic checks validate headers, line items, and tax values. When confidence or record comparisons leave a field uncertain, the workflow sends it to a reviewer with the source context.
A good document AI system should make uncertainty visible before data moves into business systems.
If your team processes invoices or identity documents, which exceptions still take the most manual time?
edge cases are where doc AI earns trust, love that you design for them 👌
“Four systems shipped for four different clients this week.”
An inventory alert system, a content queue, an invoice reminder flow, and an onboarding sequence different clients, same underlying principle: automate the repetitive part, keep a human on anything that needs judgment.
→ Happy to walk through any of these in more detail.
All about play: website redesign for Starfish Studios.
This project is by far my favorite to date. I never would have thought I'd have anything to do with Minecraft, but finding the balance between a super playful brand and the professionalism that turned Starfish into an industry leader trusted by Disney, McDonald's, and Nickelodeon was the challenge of my dreams.
