Services / Frontier Engineering
AI that learns how your business works.
Frontier AI built for your company: a company memory that keeps every decision with its source, your own models trained on your work, and AI workers, each evaluated before it ships.
- Team work
- Adapt model
- Evaluate
- Ship
People and evidence stay in the flow
Problems we solve
- AI pilots stall because nobody can show what the AI knew, decided or touched.
- Generic AI tools bolted onto company files are like giving a new temp your passwords.
What you own at the end
- Your own AI, in your account: you own it.
- Models kept only when they win on held-out past work.
- A company memory that keeps every decision with its source.
What we deliver
Fine-tuning and your own models
Models adapted to your domain, from embeddings, rerankers and classifiers to judgment models, with dataset review, evaluation design and deployment guidance; evaluations decide what ships.
Company Memory
An AI brain for your company: context engineering that keeps decisions with their sources, from your documents, runbooks and code, and serves them to your people and agents.
AI workers
AI workers and AI engineers that take on repetitive work: automations, ticket, email and call handling, and engineering tasks, with your people approving what matters.
How an engagement runs
Assess
We start from the outcome, the constraints and the evidence your team needs, and scope the delivery team, milestones and commercial terms with you.
Build under controls and evals
Work ships under governance controls and evaluations, with a human approving what matters.
Run and improve
We stay accountable after go-live and keep improving what we built together.
Related products
Logkeep
AI memory for engineering teams and companies: indexes repos, history and past agent sessions, keeps decisions with their sources and serves them to agents over MCP.
Tillerpin
A System-1 model for fast, typed decisions (yes/no, choice and relations), designed for calibrated decision-making in agent pipelines, with open weights and documented training data. Coming soon.
Frequently asked questions
Where does it run?
In your account. You own what we build.
How do you decide a model is good enough?
Evaluations decide what ships: a model is kept only when it wins on held-out past work.
Do you publish prices?
No. Scope, the delivery team, milestones and commercial terms are agreed with you.
Can my AI assistant read this page?
Yes. This page is ordinary HTML that needs no AI call, and it is also served as Markdown. Your assistant can read the published catalog or connect through F200.ai’s MCP interface and retrieve this offering by its stable identifier: service.ai-engineering.
Start with the problem.
We’ll start with a conversation.