AI Is a Chatbot, but It Is More Than a Chatbot
Starting with customer feedback, consider how AI can support workflows and how to account for the time spent checking and revising its output.

Observe the situation / Build with AI
Hiroshi Lin’s independent practice: observing real contexts and building thoughtful tools with AI.
AI-edited brand illustration, not a product view.
Flagship work / Photography planning
Consider viewpoint, direction and focal length before you go.

Set a viewpoint and reference points on the map, then adjust direction, focal length and landscape or portrait orientation to explore your composition. Map data and conditions on site affect the simulation; confirm the result on location.
Starting with customer feedback, consider how AI can support workflows and how to account for the time spent checking and revising its output.
Start with the work you want to improve: a free initial AI adoption review for your business, custom application planning or practical teaching.
Only the initial review is free. Further planning and teaching are scoped through discussion.
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