Growing pains but lots of opportunity - Member Of Technical Staff HARVEY Employee Review

I’ve really enjoyed working on Infrastructure and Platform at Harvey. Building AI infrastructure is challenging, fast-moving, and incredibly exciting. The scope and complexity of problems are much larger than what I’ve experienced at other companies, and there is a real opportunity to make a meaningful impact. Pros High ownership and scope: The scope of engineering work is exceptionally high, often exceeding what you would find at many AI labs. Engineers have the opportunity to own critical systems and solve impactful problems. Strong upside: If Harvey continues to execute well, there is significant financial upside from being part of a company at this stage. Pioneer in Legal AI: Harvey is helping define the Legal AI space, which makes the work both exciting and meaningful. Interesting technical problems: The infrastructure challenges are genuinely unique — building reliable, scalable systems around AI workloads is some of the most interesting work I’ve done. Approachable technical leadership: The technical leadership team is one of Harvey’s biggest strengths. They are highly approachable, technically strong, and consistently make time to help engineers. They are actively involved in solving problems, providing guidance, and creating an environment where engineers can do their best work.

Cons Competition from foundation model companies: The AI landscape moves extremely quickly, and there is always pressure from foundation model companies to move up the stack. Continued differentiation will be important. Infrastructure maturity: The infra stack is still maturing. Some systems have grown quickly and accumulated technical debt, leading to reliability challenges. The good news is that technical leadership recognizes this and is actively working to improve the foundations.

- Clear leader in legal AI and still accelerating. Product capabilities keep compounding, with real first-mover moves across the board. Teams are also getting stronger globally, with founders personally flying out to key hiring locations to build them. - High engineering bar, and a culture genuinely driven by engineering excellence. Plenty of early engineers have stayed on or moved back into IC roles rather than management, which says a lot. - Large, high-impact projects with real end-to-end autonomy. Smaller companies can't invest in solutions that work at scale, since they don't have the usage scale to justify it. Bigger public companies already have these problems solved. - Genuinely good people to work with, which makes it easy to do good work and enjoy doing it.

Not the place if you want to coast or prefer a slow environment with consistent structure.