Forward Deployed AI Engineers

Forward Deployed Engineers who get AI into production.

HatchWorks AI embeds senior AI builders inside your business to identify high-value opportunities, build production AI systems, and help your teams move faster with AI.

Named #1 AI Services Company by Clutch · Inc. AI Power Partner

Official partners
Trusted by Industry Leaders
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AI is everywhere. Production outcomes are not.

Most companies have access to powerful AI tools. Far fewer have turned them into measurable business impact.

The challenge is not just choosing the right model. It is knowing where AI creates value, connecting it to your data and workflows, and shipping systems people actually use.

That is where Forward Deployed Engineers create value.

HatchWorks AI engineers building production AI systems
What is a Forward Deployed Engineer?

A Forward Deployed Engineer is a senior AI strategist and builder embedded with your team.

They work across business, product, data, and engineering to turn AI opportunities into working software. Not slide decks, not disconnected prototypes, and not staff augmentation.

They help you move from AI ambition to AI in production.

Engagement Path

Start with an FDE. Scale as value grows.

HatchWorks AI meets you where you are, with Forward Deployed Engineers as the starting point for production AI.

Scale up

Agentic AI Pods

Compact AI delivery teams that own outcomes.

When the work requires more than one embedded engineer, our Agentic AI Pods bring the product, engineering, and QA coverage needed to build and ship larger AI systems.

Use this when you need
  • A full team to build an AI product, platform, or workflow
  • Multiple AI workstreams delivered in parallel
  • Production systems with built-in validation and governance
Full journey

End-to-End AI Transformation

One accountable partner from strategy to scale.

For organizations treating AI as a strategic priority, HatchWorks AI supports the full journey: strategy, roadmap, data readiness, delivery, governance, and adoption.

Use this when you need
  • Enterprise-wide AI strategy and execution
  • A portfolio of AI initiatives tied to business outcomes
  • Support across leadership, delivery teams, and business units
Optional support

For organizations that need executive alignment, our Fractional Chief AI Officer offering helps prioritize opportunities, shape governance, and keep AI investments tied to business value.

Going all in on Anthropic and Claude?

For teams standardizing on Claude, our Anthropic-certified FDEs bring deep, hands-on expertise building production systems with the Claude model family, agents, and the broader Anthropic stack.

Talk to a Claude Builder
The FDE Operating Model

How FDEs create value

01

Find the value

FDEs embed with your team to understand your workflows, data, systems, and business priorities. They help identify where AI can create meaningful impact and which opportunities are worth pursuing first.

02

Ship the value

FDEs design, build, test, and deploy AI systems grounded in your data and integrated into your workflows.

03

Multiply the value

FDEs help codify what works, transfer context to your team, and create reusable patterns that make the next AI initiative faster.

What FDEs Build

Production AI tied to real workflows.

Forward Deployed Engineers build production AI systems tied to real business workflows.

Common outcomes include
AI agents for multi-step workflows
Workflow automation
Internal AI tools
Intelligence layers across data, models, and systems
AI-native products and features
RAG and enterprise knowledge systems
Data foundations for production AI
Model evaluation, monitoring, and governance workflows
Why HatchWorks AI

Built to put AI in production

AI is all we do

HatchWorks AI is a pure-play AI transformation partner focused on getting AI into production and tied to ROI.

Built on GenDD

Our Generative Driven Development™ methodology gives FDEs a repeatable way to build with AI using human direction, AI acceleration, and accumulated context.

Certified partner ecosystem

As certified partners across Anthropic, Google Cloud, and Databricks, we help clients connect the model, cloud, data, and engineering layers required for production AI.

Recognition
#1 Gen AI Solution Provider, Global Generative AI Awards 2024

#1 Gen AI Solution Provider
Global Generative AI Awards 2024

Americas Top Machine Learning Company 2024

Americas Top Machine
Learning Company 2024

Inc AI Power Partner 2023

Inc AI Power Partner
2023

Americas Top AI Company, Clutch 2024

Americas Top AI Company
Clutch 2024

0+ Certified
engineers

Built for AI-native delivery

HatchWorks AI has built a structured certification pipeline for Forward Deployed Engineers, with 100+ certified engineers trained in GenDD, AI-assisted delivery, Claude, data and ML workflows, DevOps, architecture, and applied labs.

Put AI builders where the work happens.

HatchWorks AI Forward Deployed Engineers help you identify the right opportunities, build production AI systems, and create momentum inside your organization.

FAQ

Common questions

How is this different from staff augmentation?

Staff augmentation adds capacity. A HatchWorks AI Forward Deployed Engineer adds AI execution capability. FDEs are embedded builders focused on identifying high-value use cases, shipping production AI systems, and helping your team build momentum.

Do HatchWorks AI FDEs only work with one model or platform?

No. The offering is model-neutral. HatchWorks AI works across the enterprise AI stack and brings certified partner expertise across Anthropic, Google Cloud, and Databricks.

When should we use an FDE instead of an Agentic AI Pod?

Use an FDE when you need a senior AI builder embedded with your team. Use an Agentic AI Pod when the scope requires a compact cross-functional team to own a larger product, platform, or workflow automation initiative.

Is this right for us?

FDEs are a strong fit if you have AI pilots that have not reached production, valuable data spread across systems, or product and engineering teams that need more AI-native delivery expertise.