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How to Make Product Data AI-Shopping Ready in 2026
A 220-question study found factual conflicts in 86% of AI shopping answers. Here is a nine-step workflow to make your product data the source AI engines quote correctly.
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How to Make Product Data AI-Shopping Ready in 2026
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Getting Cited Is Not the Same as Shaping the Answer
A 2026 study of 602 prompts and 21,143 citations found that citation count and answer influence move in opposite directions. Here is what the data actually says and how to build pages that shape AI answers.
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Laya for GEO Answer Scoring, Offline
Score what ChatGPT, Perplexity, and the other engines say about your category without sending any of it to a third party. Here is the offline GEO scoring workflow, the presence taxonomy, and how to set a threshold on a model whose confidence runs high.
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Muse Connectors Are the New Indexability: Why Your API Is Now Your Homepage
Meta opened Muse connectors to developers eleven days after launch. If an agent can act through your API, your API is now the surface that decides whether you get chosen.
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Grok Bot for SEO: What Operators Actually Report After Six Weeks
I collected every public claim about Grok Bot doing SEO work in the first six weeks and sorted them by how verifiable they are. Most of the loudest numbers do not survive contact with the evidence.
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Muse Went Everywhere at Connect 2026: What the Expansion Means for Brand Discovery
Meta put Muse on glasses, a keychain, a Mac client, and its own email address at Connect 2026, and added Walmart, Best Buy, Gap, Sephora, and Wayfair as retail partners. Here is what changed for brands.
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Stop Measuring AI Referral Traffic: The Muse-Era Metrics That Actually Matter
When an agent researches, decides, and buys without a click, referral traffic stops being the signal. Here is the recommendation-share scorecard to track instead.
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What Is Meta Muse? How the Personal AI Agent Changes Search, Shopping, and AI Visibility
Meta Muse is a personal AI agent that browses, compares, and buys on a user's behalf. Here is what it does, who it partners with, and why it changes how brands get discovered.
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Ghost Citations: The AI Visibility Failure Your Dashboard Hides
A ghost citation is an answer where the model was given your context and still did not name you. Here is how to score AI answers into named, mentioned, and absent, track displacement across runs, and report instability instead of averaging it away.
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How to Monitor Reddit as a GEO Citation Source with Jev
Reddit is one of the most cited sources in AI answers, and one of the hardest to monitor at scale. Here is a workflow that uses Jev to decide which threads matter, which are already saturated, and which are worth engaging.
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How to Build a GEO Visibility Bot in Grok Bot
A working setup for a Grok Bot that checks whether ChatGPT, Perplexity, Gemini, and AI Overviews cite your brand across a fixed set of buyer questions, and logs the answer every week.
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Amazon Blocked Muse, Shopify Embraced It: What the Agentic Commerce Split Means for Brands
Amazon blocked Meta's Muse agent on September 20, while Shopify, PayPal, Expedia, and Instacart opened checkout to it. Here is what the split actually decides, and what brands should do about it this week.
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Which Data Sources Should You Care About For AI Agents?
A tiered map of the data sources AI answers actually pull from, plus the API or MCP path that lets Codex, Claude Code, Hermes Agent, OpenClaw, Pi Agent, Grok Bot, and Meta Muse read each one directly.
