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Build the LLM GTM systems that make complex products easier to choose.

Join DeepVention Labs to work across research, positioning, GEO content, proof, distribution, analytics, and GTM automation for demanding U.S. teams.

Abstract GTM systems grid
Engineering principles

How we want engineering decisions to be made.

Engineering principle

Production before demos

A prototype proves possibility. Production engineering proves reliability, operability, and control.

Engineering principle

Security boundaries are architecture

Identity, permissions, data access, and high-impact actions are designed into the system, not added at the end.

Engineering principle

Evaluation before confidence

We prefer test datasets, traces, and release criteria over intuition about a prompt.

Engineering principle

Observability before scale

A system should be debuggable before it becomes widely autonomous.

Engineering principle

Frameworks are tools, not identity

Choose the simplest architecture and framework that fits the constraints.

Engineering principle

Write down decisions

Important tradeoffs, failure modes, and operational assumptions should be reviewable by the team.

Engineering principle

Human oversight for high-impact actions

Autonomy should be bounded by risk, permissions, and explicit approval where required.

Open roles

Work on systems that have to hold up.

There are no open roles right now.

Check back as the team grows.

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