Blog

AI visibility, as it happens

Dated, sourced writing on the AI answer layer: platform news that actually matters, what this work costs, who the players are, and what we measure in real markets. For the evergreen method pieces, see the guides.

Some of it. Not the part that matters
Can you pay to be in AI answers?

Ad formats exist and more are coming. But the recommendation inside the answer - the brand the engine names when a buyer asks who to use - isn't for sale, engine by engine.

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Measured, not guessed
How AI answers 'best clinic' questions

From our published Dubai aesthetics measurement: who gets named when patients ask, which sources the engines read, and what the visible clinics have in common.

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Portals win, developers vanish
How AI answers Dubai property questions

Ask an engine where to buy in Dubai and it reads portals, news, and guides - rarely the developer. Why the people who build the product are missing from its AI answers.

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The showroom moved into the chat
How buyers use AI to shop for vehicles

Budget questions, comparison questions, 'is this dealer legit' questions - vehicle buyers now ask AI first. Which sources the engines lean on and where marketplaces win or vanish.

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Paid arrives, organic hardens
ChatGPT ads vs organic answers

Ads are coming to the answer surface. What's actually purchasable, what remains earned, and why the arrival of paid placement raises the value of being the organic recommendation.

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Experience beats brochures
Why AI cites Reddit so much

Engines pay for Reddit's corpus and trust first-hand experience for 'best X' questions. What that means for your category threads - and why faking your way in is the one move that backfires.

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Neither is the full answer
Does ChatGPT use Bing or Google?

It launched on Bing, never used Google, and now blends its own crawler and index with third-party providers. Which doors your content has to walk through, engine by engine.

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The first first-party citation data
Bing's AI Performance report: what it can and can't tell you

Microsoft now shows site owners how often Copilot cites their pages - grounding queries, Citation Share, the works. Useful, free, and blind to the question that moves revenue: being quoted isn't being picked.

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28 Labs measures how AI engines answer real buyer questions - and what moves the counts. Every number we publish re-derives to specific questions and engines. try28labs.com