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🧠 Built with AI: TrendScout- Agent build on MSFT Foundry | 888 Day 6


Click play to see it in action:

Plug in your data, give your agent instructions on what it needs to do, and head over to the Playground and test it out

Summary

TrendScout is a no-code AI agent that analyzes qualitative customer feedback and summarizes it into actionable insights for product teams. It was built well under 8 hours using Microsoft’s brand-new Foundry Agent Service.


My Role:

  • Product Designer & Builder

  • Prompt Architect

  • QA (aka "Does this even work?”)


The Challenge

Microsoft announced Foundry Agents during #Build2025. Dev-first UI. Experimental.

As a non-dev PM, I challenged myself: Can I use this raw tech to build a real solution that saves product teams hours?


Solution

I built TrendScout: An agent that reads customer feedback (think: Zendesk tickets, app reviews, bug logs) and answers questions like:

“What are users complaining about?” “What do people love most?” “Summarize top feature requests.”

Tools Used

  • Microsoft Foundry Agent Service (AI orchestration)

  • GPT-4 (prompting + data generation)

  • ChatGPT (assistant + debugger)

  • Figma (UX sketches)

  • Loom / ScreenRec (video capture)


🧪 Process Breakdown



Key Features

  • Natural Language Feedback Analysis

  • Trend Detection

  • Sentiment Summary

  • Follow-up Q&A

What Makes It Different

I didn’t write a single line of code.

Built using a just-released AI platform.

It solves a real PM pain point

Done in <8 hours

What I Learned

  • AI doesn’t eliminate product thinking — it amplifies it

  • Prompt design = the new UX

  • Tools are moving fast — but UI/UX must catch up

  • I can ship real AI tools without waiting for dev time


What’s (potentially) next

  • Turn TrendScout into a white-labeled agent for solo founders & PMs

  • Create a web UI wrapper (aka a friendly frontend for normal humans)

  • Test with real data from local businesses


🔥 What is 888?

8 Hours. 8 Days. 8 Products. A personal challenge to build 8 functional AI-powered tools in 8 consecutive days; dedicating just ~8 hours to each build.

This is not about perfection - it’s about speed, creativity, and clarity of product thinking.


Every project is an exploration: solving real problems, testing ideas fast, and documenting the build process openly.


📌 How to Follow the Flow


Each day, I’ll share:

  • A short demo video

  • A concise build recap post (on LinkedIn & Twitter)

  • A full write-up in comments or blog (with lessons, tech stack, and what worked/didn’t)

  • And once ready, a live link to the deployed product (or prototype status if not yet deployed)


Give me your email and I'll send you daily updates or connect with me on socials to stay updated daily.


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