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The Daily Carnage

april 22, 2026

AI Shopping Biases ⚖️

How AI picks products.

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Be in The Know

💰 OpenAI offers CPC campaigns on ChatGPT.

⚔️ Every brand needs an enemy.

👀 Starbucks and Little Caesars want you to use ChatGPT to order.

🍝 Why Prego (the pasta sauce brand) made a device to eavesdrop to your dinner table conversations.

🍭 IKEA announces meatball lollipops (real).

What Makes AI Choose Your Product (Or Not)

AI agents follow predictable biases when shopping for consumers. They rely heavily on surface-level signals such as ranking position, badges, and structured data.

For example, items labeled “Overall Pick” are disproportionately favored, while “Sponsored” tags can reduce selection rates, even when the underlying product is identical.

Here are the key biases to be aware of:

  • Position bias: Higher-ranked items get disproportionate attention.
  • Badge/label bias: “Best” or “recommended” tags strongly influence selection.
  • Anti-ad bias: Sponsored labels may reduce trust.
  • Model-specific bias: Different AIs favor different products.
  • Data clarity bias: Well-structured, machine-readable information wins.
  • Choice concentration: A few products capture most selections.

Take a closer look at the data at Science Says.

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Whopper of a Burger

Burger King UK launched “Whopper of a Burger” around major UK marathons to position the Whopper as the ultimate post-race indulgence.

But instead of polished athletes, they went for real marathon runners, with their medals still on, wrapped in foil blankets, candidly hungry and relieved.

The creative even mirrors race culture, with posters displaying “finish times” for eating a burger.

Finishers could claim a free Whopper at central London locations, and “pacemakers” guided runners to a symbolic “Mile 27” at Burger King.

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Ads From the Past

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Guinness, 1950s

Guinness, 1950s

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