Identify bounded, verifiable ways to use AI for research, documentation, support, testing, and delivery.
A good fit when
Engineering and product teams that want practical AI improvements without betting the business on a demo.
What changes
- A focused workflow with clear inputs, outputs, ownership, and verification.
- Safe integration points for existing tools and business processes.
- A measured path from experiment to something people use every day.
Typical tools
- Workflow design
- LLM integration
- Prompt evaluation
- APIs
- Testing
- Observability
Project inquiry
Tell me what you’re working on.
Share the product, constraint, and outcome you have in mind. I’ll read it and reply with an honest assessment of whether I’m the right person to help, then we can coordinate a call if it makes sense.