AI systems & automation layers
You want AI in the product — not a demo that impresses in a meeting but breaks in week two. I add assistants, automation, and classification your team can monitor, roll back, and trust when things get weird.
What you get
- AI features inside your existing product — chat, generation, smart workflows
- Guardrails, fallbacks, and cost controls so bills and errors stay predictable
- A rollout plan — not “we shipped ChatGPT in a sidebar”

