Selected work · Anonymized · Portfolio entry
AI smart fishing guide (prototype)
Product prototype showing AI-assisted guidance in a niche vertical—proof of product thinking, not vendor hype.
Context
Exploratory build to test AI-assisted guidance for a hobby vertical.
Problem
Generic chatbots miss domain context. The goal was a focused experience that combines structured data with safe, useful prompts.
What we advised and built
Scoped a narrow feature set, grounded responses in curated reference data, and built guardrails around what the assistant should and should not claim.
Outcome
A working prototype that demonstrates how AI can augment a vertical workflow when scope stays honest—useful for product conversations, not a production launch claim.
Related: AI automation