Build agents your users actually love

We are Phinity Labs, a company that unlocks an improvement flywheel for companies building with LLMs and agents. To do this, our first goal is to help companies understand how their agent behaves in the wild. We're launching our first product - Replay.

Our infrastructure captures every production interaction with your agent—every prompt, every response, every failure. When you ship new tool or prompt, we replay thousands of curated user scenario edge cases against your changes. These replays generate actionable insights about what breaks, why it breaks, and which users would be affected. The test suite evolves with your users' patterns, growing from hundreds to thousands of real-world edge cases without any manual test writing.

Your worst production incidents become your strongest regression tests and your angriest users become your best QA team, so you don't ship the same bug twice.

Teams using Replay ship faster because they know exactly what will break before pushing to production. We eliminate the gap between how developers think agents work and how users actually experience them.

From code diffs to behavioral diffs:

"Deploy will fail for 12% of users, specifically those asking about international shipping."
"This change improves latency by 8% but introduces a 25% higher rate of hallucinations for legal queries."
"After switching to [model], you experienced +9% increased refusal rate. The model refuses to answer questions related to "financial advice" or "product comparisons" that the previous model handled correctly. You also experienced a -5% success rate for queries in Spanish and German."

We make it easy to understand the tradeoffs of every prompt or tool change.

About Phinity Labs

Our founders have helped train 340B+ parameter models at large foundation model labs, built specialized models and agents for chip design, healthcare, retail, and compliance.

Talk to the founders →