How ChatGPT shopping works — and how to get recommended

ChatGPT product recommendations aren't a single algorithm you can game with one meta tag. They combine what the model already knows, what live search returns, and structured merchant/review evidence.

Levers that move recommendations

• Clear product pages that render without heavy JS dependence
• Third-party reviews and listicles the fanouts already chase
• Accurate pricing and availability signals where merchant feeds apply
• Brand consistency across Wikipedia, LinkedIn, and major retailers

Measure before you scale spend

Instrument recommendation prompts in Anny, then invest in the sources that already shape answers in your category.