01

You keep ownership of the brand and project materials you provide.

02

AI recommendation research is a structured diagnosis under defined conditions.

03

Each project follows the scope confirmed in writing.

AI recommendation research is a structured diagnosis under defined conditions.

AI recommendations are not a permanent ranking. Results can change with the model version, timing, query wording, shopper context, available public information, and Search / Grounding conditions.

RESEARCH INTERPRETATION

A structured diagnosis of AI recommendation behavior under a defined set of test conditions.

The value of the work is in making the test conditions explicit, recording what happened, and identifying patterns and questions worth acting on. We focus on:

  • Whether the test conditions are clear
  • Whether results can be traced back to recorded runs
  • Whether different personas and contexts can be compared
  • Whether the findings are useful for brand decisions

Research can help a brand understand how it appears in tested AI recommendation environments and where positioning, product information, or shopper fit may deserve attention. Commercial outcomes still depend on the product, market, channel, execution, and changing AI systems.