Finden AI

Overview

Finden is a production AI product that ranked #3 Product of the Day on Product Hunt — ahead of Vercel v0 — because the team optimized for real-world data control, not demo-grade wrappers.

The challenge

Generic AI stacks break when data is messy, permissions are strict, and partners need auditability. The product had to feel fast for users while keeping firm-grade boundaries on every AI step.

How we approached it

• Mapped data flows and approval boundaries before model integration — logic before code.
• Bounded AI calls with explicit spend and scope caps wired into the architecture.
• Shipped a senior-only build path with partner-visible gates on client-facing outputs.
• Tuned for production observability — not a pilot that stalls after launch week.