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![Helping AI Agents Decide: Engineering Confidence in Your Product Data [3-Layer Framework That Transforms AI Window Shoppers Into Buyers]](https://matthiasreinholz.com/wp-content/uploads/2025/06/helping-ai-agents-decide.png?w=1024)
Helping AI Agents Decide: Engineering Confidence in Your Product Data [3-Layer Framework That Transforms AI Window Shoppers Into Buyers]
Context-rich descriptions get you discovered. But discovery doesn’t equal purchase. If your perfectly optimized products are still losing to competitors, the missing piece could be decision confidence signals. Learn the three-layer framework that transforms browsers into buyers by addressing the specific evaluation criteria that matter most in automated commerce. Plus, get the exact prompt that…