Forward Deployed Engineering
Data Essentia's forward-deployed engineers build AI products and embed with your team — wiring AI into the messy reality of your data, systems, and workflows. Measured by what runs after go-live.
We're not advisors with slide decks. Our engineers build AI products and embed inside your environment to deploy them — measured by what runs after go-live, not what ships in a demo.
We design and build AI products from first principles — agents, copilots, and retrieval systems engineered to survive contact with real data and real users.
Our forward-deployed engineers embed with your team to take a stalled pilot to production — wiring AI into your data, systems, and workflows.
of enterprise AI pilots deliver no measurable business impact. The model is rarely the problem — the deployment is. Forward deployment is how we close that gap.
// Source: MIT NANDA, State of AI in Business 2025Forward Deployments is the team and the motion. Keystone is what they build on and leave behind — one is the verb, the other is the noun.
A stalled pilot, or a greenfield idea worth shipping.
AI Forward Deployments — our engineers, inside your environment.
Agents, data fabric, evals, governance — not rebuilt from scratch.
Code, infra, and docs hand over. The keys are yours.
Every forward deployment ships on Keystone — and you own the instance.
Keystone is the deployment platform behind every Data Essentia engagement — agents, data fabric, evals, and governance in one system your forward-deployed team builds on and your team fully owns. No lock-in. No black box.
We architect the system around your data, your stack, and your governance — not a template.
Production-grade rollout in weeks — observability, evals, and security wired in from day one.
We hand over the keys — code, infra, and docs. Your team runs it. We're on call, not in control.
Tell us where your AI is stuck. In one working session we'll map the system, the deployment path, and the handoff — then embed and ship it.