Forward deployed engineering: AI that ships, not AI that sits in a deck.
We embed with your team, build the system inside your business, and stay until it runs in production. It is the method behind much of our AI consulting, and our sharpest edge.
One of the ways we work.
Capitao.Consulting is an AI consultancy. Forward deployed engineering is how we build AI into a business that already runs. We also build AI agents that take work off your team, new AI products and tools from scratch, and new processes when the old one is the bottleneck. We pick the approach your problem needs. This page is about the one the frontier labs made famous.
What is forward deployed engineering?
A forward deployed engineer works inside your business, not at arm's length. Same tools, same goals, same standups. We learn your real workflow, build on top of it, and ship software your team owns. One client, our whole toolbox, until the problem is solved.
The hard part was never the model. It is the last mile.
Most AI projects stall after the demo. The model works in a test, then never reaches the people who needed it. That gap between a promising pilot and a system your team uses every day is an execution gap, and you cannot close it with a document. Forward deployed engineering exists to close it.
The model the frontier labs run, brought to your business.
Forward deployed engineering is how serious software gets built for the hardest environments on earth. OpenAI and Anthropic now run the same model to put frontier AI into real organisations. Capitao.Consulting brings it to European businesses, at a scale that fits you.
How we deploy forward
Four moves, from embedded to owned.
How it compares
Forward deployed engineering vs the alternatives.
| Forward deployed | Traditional consulting | Generic SaaS | |
|---|---|---|---|
| What you get | Production software your team uses every day | A strategy deck and a roadmap | A product everyone else also uses |
| Who does the work | Senior engineers who build | Analysts and advisors | A vendor's product roadmap |
| When it ends | When it runs in production | When the report ships | Never, you keep paying |
| Who owns it | You do. No lock-in | Nobody owns the build | The vendor |
| Fits your workflow | Built around your reality | Generic frameworks | You bend to fit it |
Forward deployed
- What you get
- Production software your team uses every day
- Who does the work
- Senior engineers who build
- When it ends
- When it runs in production
- Who owns it
- You do. No lock-in
- Fits your workflow
- Built around your reality
Traditional consulting
- What you get
- A strategy deck and a roadmap
- Who does the work
- Analysts and advisors
- When it ends
- When the report ships
- Who owns it
- Nobody owns the build
- Fits your workflow
- Generic frameworks
Generic SaaS
- What you get
- A product everyone else also uses
- Who does the work
- A vendor's product roadmap
- When it ends
- Never, you keep paying
- Who owns it
- The vendor
- Fits your workflow
- You bend to fit it
What you walk away with.
Forward deployed engineering ends with you in control, not dependent on us.
- 01Software running in production, used by your team
- 02Your people able to run and extend it
- 03The patterns and decisions documented
- 04Full ownership of the code. No lock-in, ever
Questions, answered.
Let us deploy forward.
Tell us the process that is slowing you down. We will show you what we would build.