Winning AI comparisons with clearer buyer evidence
Comparison content built around real objections improved inclusion in shortlist prompts.
Before
1 / 8
After
5 / 8
Period
Representative 45-day outcome
The visibility problem
Existing versus pages were sales-heavy and gave AI systems little balanced information to quote.
The GEO work
- Rebuilt four versus pages
- Added transparent fit and limitation sections
- Aligned claims with review evidence
Representative outcomes
More shortlist appearances
Better-fit recommendations
Comparison pages became citation sources
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Comparison page brief generator
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