Empirik, an AI infrastructure startup incubated by Sequoia Capital, has spun out as an independent company after raising a $21 million seed round, according to TechCrunch. The round includes Sequoia, Canapi, and Alumni Ventures, TechCrunch reports. The company is targeting a familiar but expensive operating problem: enterprise systems change constantly, and those changes can trigger cascading failures that infrastructure teams often only understand after an incident. TechCrunch reports that Empirik’s product tracks system changes and infers their possible downstream effects across the broader infrastructure environment. The idea came from Avon Puri and Sudheer Dhurjati, both described by TechCrunch as Sequoia IT leaders. Puri joined Sequoia in 2020 as chief digital and information officer after more than a decade running infrastructure at Rubrik and VMware. TechCrunch reports that he and Dhurjati began working on the concept roughly three years ago, as large language models made more autonomous infrastructure analysis look feasible. Sequoia incubated Empirik in 2023, according to the report, and later recruited Kartik Chandrayana as chief executive earlier this year. Chandrayana previously served as chief product officer at Quantum Metric and as a Salesforce observability vice president, TechCrunch reports. The product is being pitched as a new layer in the observability and site reliability stack. Sequoia partner Bogomil Balkansky told TechCrunch that existing observability tools often struggle to understand complicated dependencies across large systems. Empirik’s claimed role is to evaluate proposed or detected changes, allow lower-risk updates, apply guardrails to larger ones, and flag riskier changes for human review. That framing matters because the product is not described simply as another dashboard. TechCrunch reports that Empirik wants to function more like an autonomous infrastructure engineer, taking on routine troubleshooting and helping DevOps and site reliability engineering teams manage the operational load created by faster software development cycles. Empirik has already signed customers ranging from startups to Fortune 500 companies, according to TechCrunch. The named customers include S&P Global and Guardant Health, along with an unnamed major consumer packaged goods company. TechCrunch also reports that Sequoia sees Empirik as complementary to AI site reliability engineering platforms including Resolve and Sequoia-backed Traversal. That is a narrow but important distinction: the company is being positioned around change analysis and outage prevention, rather than as a wholesale replacement for existing monitoring or incident-response platforms. Who benefits: DevOps and site reliability teams could benefit if Empirik reduces routine triage and catches risky infrastructure changes earlier. Sequoia also benefits from turning an internally incubated idea into a funded independent company. Who's exposed: Incumbent observability and incident-management vendors are exposed if customers begin paying for a preventive change-analysis layer alongside or ahead of traditional monitoring tools. The provided reports do not show direct displacement yet.