The GEO Blueprint for AI Recommendations

  • Get your products on the AI vendor shortlist — before buyers ever contact your sales team.
  • Fix the 7 structural gaps making your product pages invisible to ChatGPT, Perplexity, and Google AI Overviews.
  • Use the 30-day implementation roadmap to move from AI-invisible to AI-recommended.
  • Track AI referral traffic, citation sources, and RFQ attribution — in a format leadership understands.
The GEO Blueprint for AI Recommendations

Your Products Aren’t Being Recommended by AI — and Buyers Are Going to Your Competitors.

B2B buyers in manufacturing, food processing, automotive, and heavy equipment now open ChatGPT or Perplexity before they ever contact a supplier. They ask “best [product] for [application]” and act on the AI-generated shortlist, your sales team never gets the call. This eBook shows how to fix the structural gaps that make AI skip your product pages, so ChatGPT, Perplexity, and Google AI Overviews recommend your products and route qualified buyers directly to you.

What You’ll Learn Inside

The 5 signals AI uses to recommend products — and why most manufacturers fail on Structure, Specificity, and Freshness.
The 7 structural gaps blocking AI recommendations — and the specific fix for each one, no new content required.
Real results: two manufacturers went from zero AI visibility to cited products and attributed RFQs in under 90 days.
The 30-day action plan: audit, schema sprint, content rewrite, and baseline — with one clear deliverable per week.
Your AI visibility gap is costing you RFQs every day. Grab your FREE copy now.
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The GEO Blueprint for AI Recommendations | Free eBook for B2B Manufacturers