Hire AI and ML developers who ship to production, not a demo

You engage our AI and ML team. We assign developers who can both build the model side and ship it into your product, with code review and evaluation built in. We are a software development firm, not a staffing desk, so we deliver a working feature rather than hand you a resume to manage.

Mostly we build with hosted LLMs like GPT and Claude, because for most product features that ships faster and costs less than training. When a use case genuinely needs a fine-tuned or custom model, we say so and scope it. We pick the cheaper path that meets the bar, not the flashier one.

We ground answers in your data with retrieval, validate outputs against schemas, add guardrails against prompt injection, and run evaluation sets so we can measure accuracy before and after every change. You get a feature you can trust, not a demo that surprises you in production.

We route easy requests to smaller models, cache repeated calls, stream responses, and set prompt budgets. We monitor spend and alert on spikes, so the bill stays predictable as usage grows instead of surprising you at month end.

Pricing is scoped to your project, not a per-seat hourly rate. It depends on the use case, the team size, and the engagement shape. We put a real cost, a timeline, and a start date in writing before any work begins.

You do, 100%, from day one. We build in your repositories and infrastructure, and the prompts and evals are yours too. If you ever want to take it in-house, you take everything with you and can hand it to any team.