Forward deployed engineering for enterprise AI

Deploy AI into real enterprise workflows.

AI FDE Works helps enterprises move from AI demos to deployed systems by combining business discovery, data integration, agent workflows, evals, permissions, and team enablement.

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Enterprise AI usually stalls after the model demo.

The demo is disconnected from live tools and data.Knowledge is spread across systems, documents, and teams.Permission boundaries are unclear or ignored.

Service architecture

One field engineering team from discovery to production.

Opportunity Audit

Map workflows, systems, data access, and operating constraints before choosing a pilot.

Workflow map, AI opportunity scorecard, pilot scope

Prototype Sprint

Build a working AI workflow against real enterprise context in weeks, not quarters.

Working prototype, assumptions log, production roadmap

RAG Systems

Create permission-aware knowledge systems with citations, retrieval evals, and source traceability.

Ingestion, retrieval, permissions, quality baseline

Agent Integration

Connect AI to tools and approvals with controlled actions, audit logs, and failure behavior.

Tool design, approval points, rollback behavior

Evals & Governance

Establish quality, safety, cost, and monitoring controls before production launch.

Golden sets, regression evals, safety checklist

AI FDE Academy

Train internal teams to understand, operate, and extend the systems we help deploy.

Role-based curriculum, labs, internal playbooks

Delivery method

Work from the operating process outward.

Diagnose

Interview operators, map the workflow, and identify decision points.

Validate

Build a prototype using representative data and explicit success metrics.

Integrate

Connect tools, permissions, approvals, and logs around the AI workflow.

Govern

Add evals, monitoring, cost controls, and production safety checks.

Enable

Train internal teams to operate and extend the system after launch.

Use cases

Practical AI systems for high-friction enterprise workflows.

We start with workflows where better retrieval, structured judgment, tool use, or routing can produce measurable operational value.

Enterprise knowledge assistantDiscuss this workflow Support ticket triageDiscuss this workflow Sales account researchDiscuss this workflow Legal contract reviewDiscuss this workflow Finance close workflowDiscuss this workflow IT service desk automationDiscuss this workflow

Positioning

Designed for adoption, not just advice.

Strategy consulting

Stops at slides and maturity models

Leaves behind a working pilot and delivery path

Generic outsourcing

Builds software without AI operating controls

Ships AI workflows with evals, permissions, and auditability

Horizontal SaaS

Forces process changes around the tool

Integrates into the systems the business already runs

Training only

Improves awareness without production adoption

Transfers capability through live implementation

Capability transfer

Academy is part of the service, not a separate promise.

AI FDE Academy helps enterprise teams learn from the systems they are putting into production: workflow discovery, RAG, controlled agents, evals, governance, and customer-facing delivery.

Explore the academy

Start with a workflow

Bring one AI opportunity, stalled pilot, or messy workflow.

We will help identify whether it needs a knowledge system, controlled agent, integration sprint, evaluation layer, or training path.

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