AI Engineering
Applied AI that reaches production. Most of this work is evaluation and plumbing rather than models — which is why it ships.
What this covers
7 services in this practice.
AI readiness & roadmap
An honest read on what your data and team can support this year.
DetailLLM application development
Products built on language models, with evaluation from day one.
DetailAI agents & workflow automation
Agents scoped to a task with a defined failure mode.
DetailRAG & knowledge systems
Retrieval over your own corpus, measured on answer quality.
DetailMachine learning & data science
Models where a model is genuinely the right answer.
DetailMLOps & evaluation
The harness that tells you a change made things better.
DetailAI governance
Policy, audit trail and human review, written for a regulator.
DetailHow this runs
The same three phases, every time.
Design
Two to four weeks. We scope with the engineers who will build it, so the estimate comes from the people held to it.
Develop
Two-week increments, demoed to you, shipped behind flags. You see working software in week three, not a status deck.
Refine
The squad stays. Lead time comes down, the backlog gets shorter, and the same people know why every decision was made.
Related work
Built in this practice.
Nothing written up in ai engineering yet. We publish a project only once the client has cleared the numbers, so this stays empty rather than borrowing a case study from somewhere else. Ask for the closest engagement we are cleared to talk about and you will get it directly — hello@infinite.dev
See the work that is publishedEngagement models
Three ways to work with us.
Dedicated squad
A standing team of three to eight, working only on your platform.
- Named engineers, fixed for the engagement
- Your rituals, your board
- Monthly continuity reporting
Embedded engineers
Our people inside your existing team, under your technical lead.
- Two-week onboarding
- Your process, your tooling
- Scale up or down at 30 days
Fixed-scope build
A defined outcome, a defined price, a defined date.
- Discovery before the number
- Milestone billing
- Warranty period after handover
Other practices
The rest of the bench.
Start a conversation
Tell us what you are trying to ship.
You will get a reply from an engineer, not a form handler. If we are not the right firm for it, we will say so and tell you who is.