What 7,473 AI Citations Can and Cannot Tell Us
BrandGhost’s latest Observatory run offers useful signals about citation age and engine overlap, but its date and source-category coverage materially limit broader claims.
Tagged collection
Latest articles tagged “AI Search Measurement”
Open an article for the complete method, evidence, limitations, and a focused reader discussion.
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ChatGPT Shopping Can Use Memory to Select Products
ChatGPT shopping results can consider Memory and custom instructions, but product data, merchant conditions and fresh search still affect what appears. A four-cell test can separate those influences.
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OpenAI Agents API Adds Long-Running Web Search: What Publishers Can Measure
OpenAI’s Agents API now combines long-running web search with an OpenAI-hosted browser. Publishers can measure server events and outcomes without assuming a crawler identity.
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Mistral Agentic Search Investigates Documents Beyond the First Chunks
Mistral’s agentic retrieval layer can search, open, navigate, read and grep across ingested documents. Its benchmark claims are promising but vendor-reported.
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Are People Also Ask Answers Becoming AI-Generated?
A third-party report says AI-generated People Also Ask answers reached 97% of its English-language sample. Here is what the number can support and how to audit it.
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Agentic Commerce Standards Split Across Protocols, Data and Trust
The W3C commerce workshop exposed a stack, not one standard: transaction protocols, product data, identity, consent, payment and trust still need to interoperate.
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Google Election Answers Across Search and Gemini: Source Audit
Google is adding U.S. election information across Search and Gemini. This privacy-safe audit separates official authorities, answer sources and media provenance.
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Perplexity Citation Audit: When a Link Does Not Support the Number
We recalculated two public Perplexity citation files, separated row and claim denominators, and built a four-state audit for numerical source support.
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Google Search Regional Features: Eligibility by Country, Query and Provider
A decision matrix for Google regional search features, now including local-business queries in EEA aggregator and supplier units.
