Define the job
Start with the decision or task the AI system should support.
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02 · AI development
AI systems that have a clear job inside the business.
I build AI features around a defined workflow, source of knowledge, and human decision point. The model is one part of the system, supported by retrieval, integrations, permissions, and fallback paths.
What this can produce
A useful system with a defined role.
- 01A knowledge assistant grounded in approved sources
- 02An AI workflow connected to existing business tools
- 03Human review and escalation where judgment matters
- 04A focused prototype that can be tested with real users
How I approach it
Ground the responses
Connect approved knowledge and preserve the source context users need.
Design the handoff
Make uncertainty, review, and human escalation part of the product.
Evaluate with real cases
Test representative questions and failure paths before expanding scope.
Good fit
When this work is useful.
- Your team repeatedly searches, summarizes, classifies, or routes information.
- You need AI connected to private knowledge or internal systems.
- You want to test a real workflow instead of launching a general chatbot.