Sunday, October 18, 2026

10 stories · 2 topics · 9 outlets

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Answer Engines

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OpenAI’s API Only Partly Matched ChatGPT’s Citations, Paper Finds

A paper tested whether Google search results and OpenAI's API can stand in for ChatGPT's own citations when researchers measure brand visibility. The cited sites matched more often than the exact pages did, according to Search Engine Journal's write-up.

Baidu search faces the thing it feared most

DeepSeek opened its own search engine API on Oct. 17 at 75 cents per 1,000 successful search requests, according to the article. It says the API has a Search endpoint for web queries and a Fetch endpoint that formats pages for AI reading, and that DeepSeek will filter SEO cheating, GEO manipulation and low-quality AI-generated content. The article also names Tencent, ByteDance, Alibaba, Zhipu and Kimi as having built search products, and frames the shift as pressure on Baidu.

ChatGPT, Google and Amazon changed the shape of ads and who operates them: four shifts from Q3 2026

A MarkeZine column names four changes from the third quarter of 2026: ads inside ChatGPT, ads run by brand agents, ad consoles operated by agents, and a reshuffle in how ad transactions are connected. It adds practical advice for marketers facing more automated campaign management.

ChatGPT Ads vs Google Ads: seven paid search rules German advertisers need to rethink

The article argues ChatGPT Ads carries over performance marketing basics but does not work like Google Ads in a chat window, because conversation context and user intent matter more than single keywords. It notes ChatGPT Ads have been available in Germany since Aug. 24, 2026, with self-service access through the Ads Manager, and says U.S. results are not yet reliable benchmarks for Germany.

From being found to being chosen: a brand AIO strategy and five patterns of AI use at purchase

A MarkeZine report from MarkeZine Day 2026 Autumn covers a session with Daiko and Laboro.AI on making a brand's value legible to AI: implementing an ontology so a model describes the company correctly, and designing communications around five patterns of AI use at purchase time. The session started from the observation that asking ChatGPT about a company returns a mostly correct answer that does not by itself make a buyer choose it.

Upload a selfie, try on clothes: ChatGPT becomes a virtual fashion adviser

ChatGPT added a virtual try-on for clothing and a favorites feature for saving products, t3n reports. The try-on builds a preview from an uploaded selfie.

Three Ways to Spend Q4 Budget on AI Search

iPullRank argues that end-of-year budget spent on AI search buys measurement infrastructure, technical fixes and content built to be retrieved and cited, rather than paid media that stops when the spend stops. The post names fear and vendor scores that disagree with each other as what keeps budgets out of the channel.

Local GEO: four practitioners on anchoring a brand in conversational search

Four practitioners give their recipes for local brand visibility in AI chat engines, in a Journal du Net piece that says AI sends more qualified local traffic while classic SEO work still produces strong results. The article says the channel is volatile and needs a well-established local presence.

Search & Platforms

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