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Real problems, real timelines, real budgets. We'll respond within one business day.

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How does an engagement start?

A 30-minute scoping call. We walk through the workflow you want to change and tell you — honestly — whether AI is the right lever.

What does a typical project look like?

Most projects run 6–12 weeks from kickoff to production. We work in weekly increments with clear deliverables and a single owner on your side.

Do you build on OpenAI, Anthropic, or open models?

Whichever fits your accuracy, cost, and data-residency constraints. Model choice is an engineering decision, not a religion.

Who owns the code?

You do. Every engagement ends with a clean repo, documentation, and a walkthrough with your team.

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