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Forward Deployed Engineering

Agentic consulting,shipped as working systems.

We embed into your environment, learn your operations, and leave with agents running in production. No slide decks. No roadmaps for someone else to execute.

The FDE Difference

Practitioners,
not advisors.

Most consulting firms help you plan your AI strategy. FDE helps you run one. The same team that builds our SaaS products is the team that runs FDE engagements. We know the failure modes because we've hit them ourselves.

Traditional consulting

You get a report and a recommendation. Your team figures out how to execute it.

FDE

We embed, understand your workflows, build the agents, deploy them, and hand off a system that's already running.

What We Do

Every layer, start to finish

From strategy to deployed agents, we cover every layer of an agentic transformation.

Agentic Workflow Design

We map your operations to find where agents create real leverage: customer workflows, internal knowledge retrieval, repetitive decision loops, escalation handling. Then we design agent architectures that fit your data, your systems, and your team.

Agent Development & Deployment

We build and ship agents tailored to your specific context: voice agents for guest services, web agents for lead capture, or custom pipelines that route, classify, and act on incoming data. We handle development, integration, and deployment.

System Integration

Agents only create value when wired into the systems your team already uses. We integrate agent deployments with your CRM, helpdesk, data warehouse, communications tools, and proprietary platforms. Everything gets connected.

Agentic Infrastructure & MLOps

For organizations building AI capabilities in-house, we set up the infrastructure to support it: model serving, evaluation pipelines, monitoring, retraining triggers, and human oversight mechanisms. Built to last, not just to launch.

Strategic AI Advisory

For leadership teams working through the shift to agentic operations, we provide direct guidance on where to invest, what to build versus buy, and how to sequence the transition without disrupting what's already working.

How We Work

The principles behind every engagement

01
First principles, not frameworks

We start by understanding your actual problem, not by matching it to a solution we already have. Every agent system is designed from scratch for your specific context.

02
Hands-on from day one

Our engineers are in your environment, talking to your team, reading your data, and building prototypes. Not managing a project from a distance.

03
Bias toward working systems

We measure progress in deployed agents, not delivered documents. Early deployments are how we find the real constraints, and how you start seeing return sooner.

04
Structured for ambiguity

Agentic systems introduce new failure modes and edge cases. We expect iteration, build for it, and work through it without losing momentum.

05
Knowledge transfer built in

We don't build dependencies on Etruvi. Every engagement includes documentation, training, and structured handoff so your team can operate and extend what we build.

Who It's For

FDE is the right fit when…

We work with startups scaling their first agent deployment and enterprise teams running complex, multi-agent workflows. Engagement size scales accordingly.

Hospitality
Healthcare
Professional Services
Cloud & DevOps
Manufacturing
Enterprise SaaS

You're past the experimentation phase and want agents running in production

You have real workflows to automate, not just a FAQ bot to deploy

Your team doesn't yet have the expertise to build and ship agents at scale

You're in an industry where an unreliable agent causes real business problems

You need results on a timeline that doesn't allow for months of internal ramp-up

The agent needs to work inside the tools your team already depends on

Ready to deploy your first agent?

FDE engagements start with a 60-minute scoping conversation — no commitment required. We'll map your workflows and propose an engagement with clear milestones and defined deliverables.

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