Flow Engineering Raises $50M Series B at $750M for Agentic Hardware Engineering
San Francisco’s Flow Engineering closed a $50 million Series B at a $750 million valuation, co-led by Antonio Gracias (Valor Equity Partners) and Gavin Baker (Atreides Management), with Sequoia returning and Roelof Botha joining the board as an independent director. The bet: AI agents that keep CAD, requirements, simulation, and test aligned so hardware iteration compresses toward software cadence — with Rivian, Anduril, and Joby among named customers.

Most “AI for engineering” pitches stop at codegen. Flow’s financing argument is physical-world systems engineering: agents that propagate a design change across mechanical, electrical, and software surfaces and verify requirements before the next build burns months.
Flow Engineering announced September 30 a $50 million Series B at a $750 million valuation. Per the company press release, the round was co-led by Antonio Gracias (founder, Valor Equity Partners) and Gavin Baker (Managing Partner, Atreides Management). Sequoia Capital, which led Flow’s Series A, participated again, alongside Human Capital, Evantic, SV Angel, Odyssey, EQT, and angels including Hugging Face co-founder Thomas Wolf, Mercedes-Benz CIO Jonas von Malottki, and Formula 1 champion Nico Rosberg. Roelof Botha joined the board as an independent director and personally invested. TechCrunch independently corroborates the $50M / $750M terms, co-leads, Sequoia participation, and Botha’s board seat (TC misspells Valor as “Valar” in one line; the company release uses Valor Equity Partners).
CEO Pari Singh positions Flow as the “de facto platform for agentic hardware,” claiming 96% inbound customers and category leaders across space, automotive, defense, and energy on the platform — company marketing, not an audited share figure. Named customers in the release and TechCrunch include Rivian, Anduril, Joby Aviation, GM PPU, RV Tech (Rivian–Volkswagen JV), Stoke Space, Intuitive Machines, and Pacific Fusion, with prior names such as Astranis and Radiant. Rivian adoption is the headline logo metric: 40 → 1,500 users in seven months, with Rivian engineers running “millions of API calls each week,” per the release quoting Rivian’s Scott Mackenzie.
What the money is for
Flow says proceeds go to the AI harness for hardware engineering (secure work with sensitive program data), expanded review/branching/evaluation, FedRAMP and other regulated-industry certifications, engineering hiring across AI and systems engineering, and sales scale. Product frame: a living system of record linking requirements, CAD, simulation, code, and test, with agents that track changes, propagate updates, and verify coverage — aimed at shrinking hardware iteration from months toward days.
Gracias and Baker’s quotes lean on customer pull from high-bar hardware executives; Baker calls Flow “the OS on which physical products are specified, verified, and eventually designed.” Those are investor lines in a press release, not independent diligence.
Limits
- Financing terms ($50M, $750M, co-leads, Sequoia, Botha board) are from Flow’s September 30 release, corroborated by TechCrunch. Prefer the company spelling Valor Equity Partners over TC’s “Valar” typo.
- Customer logos, Rivian 40→1,500 users, “millions of API calls,” and 96% inbound are company-stated; not independently audited here.
- No FedRAMP authorization claimed as already complete — pursuit is forward-looking.
- Distinct from excluded same-window FTC / White House / M&A pieces on the desk.