Services

Websites, AI automation, and support that fit your business.

I start by listening to how your business runs, then design, build, and support what fits. Every project is scoped to what you actually need, not a preset package.

Working principle

Start with the operating constraint.

An LLM is not automatically the answer. Some workflows need deterministic rules, some need a better handoff, and some genuinely benefit from language or document intelligence. The architecture should follow the risk, volume, ambiguity, and cost of failure.

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