Forward deployed AI engineer: what it means
A forward-deployed AI engineer works inside the client’s business, looks at its real data and processes, and takes an AI solution to working production. This is how I work.
§01 What the role is
A forward-deployed engineer works inside the client’s business rather than in a product company’s office. They look at the client’s real data and processes and build the solution under them. They do not sell a finished product and do not hand a specification to programmers.
The term came from Palantir. It is now common at AI companies, where it names the people who bring models into a customer’s processes.
§02 How I work this way
- Inside your team
- Remote, embedded with your team and your systems; no handover of a spec.
- Real data first
- Start from the process and the data you already have; find the real requirement.
- Into what you run
- Integrate with the POS, booking system, CRM or messenger you already use, including systems I do not own.
- To production
- Tests, run modes, health checks, rehearsed releases; a harness I write verifies the result.
- Deterministic where it matters
- Amounts, forecasts and approvals are computed by code; the model does not decide them.
§03 Related work
- CRM for a network of martial-arts clubsWhatsApp funnels, reports, trainer pay
- Approval system for financial requestsPersonal project: rules as data, encryption, audit log
- Team forecasting systemDeterministic Monte Carlo, no LLM on the numbers
- Person dossier aggregator from official sourcesMany sources, one reviewed dossier
§04 Also searched as
Forward Deployed Engineer · AI Solutions Engineer · AI Implementation Specialist · AI Automation Engineer · AI integrator. In short: an engineer who works inside the client’s business and takes an AI solution to working production.
§05 Short answers
- What is a forward-deployed AI engineer?
- An engineer who works inside the client’s business instead of a product company’s office. They look at the client’s real data and processes, build the solution to fit them, and take an AI solution to working production rather than handing over a spec.
- How is it different from a regular contractor or software developer?
- The work starts from the client’s process and data, not from a ready-made product or a written specification, and it ends when the solution runs in production inside the client’s systems.
- Where does the term come from?
- It came from Palantir. It is now common at AI companies, where it describes people who bring models into a customer’s processes.
- Is Oleksandr Semishan a forward-deployed AI engineer?
- His work matches the description: he embeds with a team remotely and integrates LLM systems into POS, booking systems, CRMs and messengers. He also goes by AI integrator, AI solutions engineer, AI implementation specialist and AI automation engineer.
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