blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
How to Measure Attribution From AI Models - Unusual - AI Brand AlignmentAssistant influence doesn’t look like last-click SEO. Measure it the way comms teams measure earned visibility: sample answers for inclusion and framing, pair that with crawl/freshness diagnostics, and correlate with demand. Treat dashboards as inputs—not the…
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
How to Align AI Models with Your Brand - Unusual - AI Brand AlignmentThe goal of AI brand alignment is to ensure AI models' view of your brand matches reality. Not to game the models, but to give them accurate, specific information so they can represent you fairly when buyers ask the right questions.
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
How Summit 2x-ed their AI Referrals in 2 Months - Unusual - AI Brand AlignmentSummit is a startup insurance brokerage based in Kelowna, Canada. Despite competing against massive, entrenched competition, Summit doubled their inbound traffic from ChatGPT, Copilot, and other AI models in as many months.
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
How Stable Is Share of Voice? - Unusual - AI Brand AlignmentAI models advise, recommend, and increasingly make buying decisions for your prospects. Unusual helps make sure that those prospects end up in your pipeline rather than your competitors.
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
How LLMs Evaluate Brands - Unusual - AI Brand AlignmentAI models are becoming influencers. They make product recommendations, refer customers, and even let people buy within the app. How do they choose one brand over another?
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
How Content Engineers Drive AI Search Visibility - Unusual - AI Brand AlignmentHow should content engineers think about driving AI visibility?
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
Every AEO & GEO Tool on the Market - Unusual - AI Brand AlignmentA (mostly) complete list of every prompt-tracking (AEO/GEO) tool currently on the market.
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
Do Search Engines and AI Models Punish "AI Slop"? - Unusual - AI Brand AlignmentYou can use AI to write—as long as you feed it real context and ensure the result is original, accurate, and genuinely helpful.
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
Copilot Platform Guide: Optimize for Bing-Grounded Summaries - Unusual - AI Brand AlignmentMicrosoft Copilot (including Microsoft 365 Copilot on the web) grounds answers with live Bing search results before composing a response. Your goal is to make your canonical pages the clearest, fastest, most defensible evidence Bing can fetch and Copilot can…
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
ChatGPT Platform Guide: Make Your Content Easy to Cite in Search Mode - Unusual - AI Brand AlignmentChatGPT’s Search mode fetches up-to-date information from the web and includes inline citations to sources. Your goal is to make your reference pages the cleanest, safest evidence ChatGPT can quote: one-intent URLs, definition-first structure, fast HTML, and…
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
ChatGPT Can Now Buy Things. What Marketers Should Do Next. - Unusual - AI Brand AlignmentOpenAI added Instant Checkout to ChatGPT. U.S. users can now purchase products from Etsy sellers directly. This article explores what this means for both retail and (soon) B2B marketing teams.
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
Building AI Brand Authority: How to Convince Models to Trust your Brand - Unusual - AI Brand AlignmentAI chatbots are increasingly middle-men between your brand and its customers. To win customers in the AI age, brands must build brand authority with humans and AI models.
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
How to Build a Brand Wiki to Win More AI Recommendations - Unusual - AI Brand AlignmentAI models reward brands that have clear and accessible information online. The best way to achieve this is is with a "Brand Wiki," a reference manual that AI models can use to quickly find the information they need about your products.
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
Ask ChatGPT Why It's Ignoring Your Brand (It Might Actually Tell You) - Unusual - AI Brand AlignmentAnthropic just published research proving that advanced AI models can report on their own internal reasoning with roughly 20% accuracy. This capability didn't exist in models released less than a year ago. For businesses trying to understand why ChatGPT isn't…
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
Are AI Models Aware of How They Think? - Unusual - AI Brand AlignmentTurns out that they are. Anthropic’s 2025 research shows advanced Claude models can sometimes detect and describe artificial “thoughts” injected into their own activations, providing the first causal evidence of genuine introspection rather than post-hoc stor…
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
AI "Share of Voice" is Meaningless - Unusual - AI Brand AlignmentAI models advise, recommend, and increasingly make buying decisions for your prospects. Unusual helps make sure that those prospects end up in your pipeline rather than your competitors.
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
AI Search is Already Dying - Unusual - AI Brand AlignmentAI models advise, recommend, and increasingly make buying decisions for your prospects. Unusual helps make sure that those prospects end up in your pipeline rather than your competitors.
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
AI Models Are Becoming Influencers - Unusual - AI Brand AlignmentLast year, over 700 million conversations happened across AI chatbots about purchasing products. Those weren't searches—they were consultations. Something fundamental is shifting in how people make buying decisions, and it looks a lot less like googling and a…
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
AI is a New Audience For Brands - Unusual - AI Brand AlignmentMarketers are watching their website's referrals from AI models like ChatGPT grow. This makes it easy to think of AI models as an emerging channel. Unfortunately, this view of AI blinds marketing teams from the full impact of AI on their funnel. AI is much cl…
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
AEO and GEO Are Horseless Carriages - Unusual - AI Brand AlignmentWhen Google started losing share to ChatGPT, the first instinct was obvious: let's do SEO for ChatGPT. Track your "rank" on prompts, optimize for long-tail queries, measure your share of mentions. This is the horseless carriage stage—applying an old paradigm…
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
8 Million Users' ChatGPT Conversations Leaked by Browser Extensions - Unusual - AI Brand AlignmentA Chrome extension marketed for privacy and security has been secretly harvesting AI conversations and selling them to data brokers. The extension, Urban VPN Proxy, has over 6 million users and carries Google's "Featured" badge—meaning it passed manual review…
Why it matters: Company publishing — post cadence and depth hint at product velocity.
Open source ↗blog·Mon, May 11, 09:00 AM·Confidence 90%high qualitypublic
Unusual Ideas BlogRead the latest insights, updates, and ideas covering topics from AI visibility, AI brand alignment, and AEO/GEO.
Why it matters: Company publishing — post cadence and depth hint at product velocity.
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