Product Managers Guide
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Not Appearing in ChatGPT Recommendations

Product Managers: Why ChatGPT Doesn't Recommend Your Brand

How product managers can identify and solve the problem of not appearing in chatgpt recommendations. Role-specific strategies and action items.

Why This Matters for Product Managers

Your product's success depends on discovery. When users ask AI "What's the best tool for X?", your product needs to be in that answer. Product managers who understand AI visibility can influence how their product is positioned in this critical discovery channel.

Signs Product Managers Should Recognize

1

Your product isn't mentioned when users ask AI for recommendations

2

Competitor products appear in "best tools for X" AI queries

3

Product features and benefits aren't reaching AI systems

4

User research shows prospects using AI but not finding you

Solutions for Product Managers

Strategies tailored for product managers:

1

Write explicit product definitions AI can understand

2

Create FAQ pages answering "What does [Product] do?"

3

Add Product or SoftwareApplication schema markup

4

Work with marketing on AI visibility strategy

5

Monitor how AI describes your product monthly

6

Ensure product positioning is AI-comprehensible

Action Items for Product Managers

Start with these concrete steps:

Test how AI describes your product (ask "What does [Product] do?")

Write explicit product definitions for key pages

Create a product FAQ covering common questions

Add Product or SoftwareApplication schema

Schedule monthly AI description audits

Need Help Solving This as Product Manager?

Get expert guidance on resolving not appearing in chatgpt recommendations tailored for your role.