Empirik has spun out of Sequoia Capital with $21 million in seed funding for software that tries to predict technology outages before a change reaches production. Sequoia, Canapi and Alumni Ventures backed the round after the venture firm incubated the project in 2023.

The platform maps changes across an organization's infrastructure and estimates how they could affect connected systems. It can permit changes judged low-risk, add guardrails to larger updates and send the most dangerous cases to a person for review. The aim is to complement observability products that diagnose failures after they occur by giving site-reliability and operations teams an earlier checkpoint.

Empirik says customers already include S&P Global, Guardant Health and another Fortune 500 company, alongside smaller businesses. Its founders compare the intended productivity gain to coding assistants such as Cursor and Claude Code, but the startup has not published independent measurements of outage prevention or accuracy. That evidence will matter: a system that blocks safe changes could slow engineering, while one that misses a risky dependency would preserve the problem it is meant to solve.