004Field Note
How We Got 12x More AI Citations by Rewriting 1 Case Study (4-Step Template)
We moved our results to the first paragraph and added 3 specific metrics. AI started citing us within 2 weeks.
Your case studies are buried treasure. AI engines are desperate for real-world proof points—but most case studies bury the results at the bottom.
When someone asks ChatGPT "What's the best CRM for small teams?", it's looking for evidence. Not marketing claims—specific, quantified results it can cite with confidence.
Here's how to restructure your case studies so AI can actually use them:
The AI-Citable Case Study Format
LEAD_WITH_RESULTS
Quantify impact in line 1. AI extracts from the top; bury stats and you bury visibility.
METRIC_MANIFEST
Create a structured key-value block with 3-4 specific performance targets hit.
INDUSTRY_CONTEXT
Define demographic/firmographic targets clearly for precise entity mapping.
SCHEMA_ENCODING
Deploy //Article and //Review schema with explicit "mentions" for product entities.
Before vs. After
"When TechCorp came to us, they were struggling with their sales process. After months of discussion, we implemented our solution..."
"TechCorp, a 50-person B2B fintech company, increased sales conversion by 47% and added $120k revenue within 90 days..."
Continue the GEO Map
Follow the adjacent pages that make the AI visibility model easier for crawlers, LLMs, and buyers to understand.
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