Northwind Audio · Consumer electronics
Product comparison prompts became the strongest acquisition channel
A DTC audio brand rebuilt comparison content and product data so models could confidently recommend specific models for specific use cases.
7xAI-driven sessions
11xpurchases from AI traffic
64%share of answer on comparison prompts
Third-party review sites dominated "which should I buy" prompts and captured buyers before the brand was ever considered.
- Published spec-accurate comparison pages with explicit use-case recommendations.
- Deployed Product, Offer and Review schema across the catalogue with consistent identifiers.
- Placed independent reviews and benchmark data where models retrieve evidence.
Outcome
What changed after ninety days
Every figure below is pulled from the same prompt panel and analytics setup used at baseline, so the comparison is like for like.
- Became the named recommendation in headphone and travel-audio prompts
- AI traffic converted at nearly twice the rate of paid social
- Support tickets referencing AI recommendations dropped in cost per contact
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