Ship Clean Analysis with AI: Market Intelligence Course

Who This Helps

Junior analysts like you who are tired of manually updating reports every week. You want to ship clean analysis with clear recommendations, not just data dumps. This is for anyone in the Market Intelligence & Positioning course who needs to reduce manual updates and keep context fresh.

Mini Case

Meet Zaid. He's a junior analyst at a SaaS company. Every Monday, he spent 3 hours updating a competitor claim audit. After applying the Competitor Claim Audit mission from the course, he used AI to auto-classify claims into evidence-backed vs narrative noise. Result: he cut his update time by 60% and delivered a cleaner positioning grid with tradeoffs. His manager noticed.

Do This Now (5 Steps)

1. Pick one mission from the course, like Signal Landscape Scan or ICP Wedge Choice. Focus on one first.
2. Gather your raw data – competitor tweets, earnings calls, or customer feedback. Keep it in one doc.
3. Use AI to summarize shifts – ask it to isolate one market shift that materially changes positioning. No manual scanning.
4. Classify claims – run competitor statements through AI to separate evidence-backed facts from narrative noise. This is your claim audit.
5. Build your positioning grid – list comparable criteria and tradeoffs. AI can help fill the cells, but you decide the criteria.

Avoid These Traps

• Don't try to automate everything at once. Start with one mission, like Win-Loss Evidence Cut. Over-automation leads to messy outputs.
• Don't skip the evidence check. AI can classify, but you must verify. A claim that sounds true might be noise.
• Don't ignore the guardrails. The course teaches positioning with clear bets and guardrails. Stick to them.
• Don't forget the ICP wedge. Picking one wedge without evidence is a common mistake. Use AI to surface evidence, then choose.

Your Win by Friday

By Friday, you'll have a one-page positioning artifact with a clear recommendation. You'll reduce your manual update time by at least 12% this week. And you'll feel like a pro – because you are. Plus, you'll have more time for coffee breaks. Win-win.