§ The edge, without the hype

What the AI headlines say. What's worth applying.

We read the AI news and the studies behind it every day. Most of it doesn't change what a brand should do this quarter. These do, and each one links to the evidence.

Ecommerce

The headline“AI shopping agents are the new storefront.”

The evidenceAcross 973 ecommerce sites, ChatGPT sent under 0.2% of their traffic, and OpenAI pulled back from checkout inside ChatGPT in March.

Apply thisClean product feeds, reviews and measurement. Not a new channel budget.

How do AI shopping agents work, and how does your store get into them? Updated 4 Nov 2026
Creative

The headline“AI ads will replace the photo shoot.”

The evidenceIn Ipsos's May 2026 test, the human originals scored 14% higher on predicted short-term effectiveness than the fully AI-made versions, though most viewers couldn't tell them apart.

Apply thisMultiply the shoot: build new scenes and formats around your real product.

Should you generate AI ads from scratch or multiply the photo shoot you already paid for? Updated 4 Nov 2026
Measurement

The headline“Meta's new on-device measurement means better performance.”

The evidenceIt turns on by default on November 12, 2026. Read literally, it only applies to sites that require a login, and never to people in the EU or UK.

Apply thisExpect reported cost per purchase to fall. Check it against your real orders before you celebrate.

Meta Conversions API vs Pixel in 2026, and should you opt out of the November 12 change? Updated 4 Nov 2026
Paid media

The headline“Our YouTube campaign returns 8x.”

The evidenceIf it reports more conversions than clicks, engaged-view conversions are counting sales the ad stood near, not ones it caused.

Apply thisReconcile Google's conversions with your order backend, then run a geo-holdout.

Why Your YouTube ROAS Is Fake (and the Number to Trust Instead) Updated 4 Nov 2026
AI search

The headline“Format your pages for AI and ChatGPT will recommend you.”

The evidenceIn a study of 112 startups, ChatGPT recognised 99.4% by name but recommended 3.3%. Mentions on Reddit and other sites predicted it; page formatting did not.

Apply thisGet talked about where your buyers ask. Your own pages come second.

How can ChatGPT recommend my business? What the tests show about who gets suggested Updated 4 Nov 2026
Telegram

The headline“Telegram ads from $150.”

The evidenceThat's usually ads inside Telegram Mini Apps, outside Telegram's own ad rules. Telegram's own ads start at 0.1 Gram per 1,000 views, about $0.12.

Apply thisKnow which product you are buying before you compare prices.

How Much Do Telegram Ads Actually Cost in 2026? Updated 4 Nov 2026

63 articles and 236 wiki pages, every claim dated and sourced. Blog · AI wiki

Tell us what you sell and where. We'll tell you which door fits.