About BotPicked

BotPicked turns repeated answers from a published AI model into comparable counts, so you can see which recommendations recur and how strong that pattern is.

This is model-output analysis, not a product testing lab or human review panel. A repeated recommendation can be a useful consistency signal, but it cannot confirm quality, safety, suitability or current value.

Every guide shows its included run count, model ID, data batch, prompt mix, mention rate and first-pick rate. It also labels stored rationales and price notes as model-generated. Read the methodology for the full pipeline and limitations.

For product brands and agencies

BotPicked Signal is a separate, limited research pilot for measuring declared brand and product presence in selected AI answer panels. It is available only for eligible SKUs in selected low-risk consumer-product categories; see the Signal site for the scope, example report and methodology.

BotPicked is an independent bootstrap project with no ads, affiliate links or paid placements. Questions or corrections: [email protected].