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    <title>Aelo, Analysis, methodology, field notes</title>
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    <description>Real numbers with the receipts attached, from Aelo, the honest measurement layer for AI answer visibility.</description>
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    <lastBuildDate>Sat, 03 Oct 2026 15:12:57 GMT</lastBuildDate>
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      <title>We asked AI the same question 100 times. It changed its top brand half of them.</title>
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      <description>A volatility experiment across five categories and two engines, one hundred live calls. Ask an AI the identical &quot;best brand in India&quot; question twice and it names a different number one about 45 percent of the time. The full table, the most and least stable categories, and why a one-time check is noise.</description>
      <category>Analysis</category>
      <author>research@aelohq.com (Aelo Research)</author>
      <pubDate>Tue, 18 Aug 2026 00:00:00 GMT</pubDate>
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      <title>AI gets one in eight brand facts wrong</title>
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      <description>We asked AI to describe 26 Indian consumer brands and verified every checkable claim against the brands&apos; own sites. Roughly 18 percent were wrong or outdated, and three brands were described as an entirely different company.</description>
      <category>Analysis</category>
      <author>research@aelohq.com (Aelo Research)</author>
      <pubDate>Mon, 03 Aug 2026 00:00:00 GMT</pubDate>
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      <title>How to get cited by ChatGPT</title>
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      <description>Two separate battles decide whether ChatGPT names you: what it learned in training, and what it retrieves and quotes at answer time. The citation funnel, what the research says actually moves it, and a practical checklist.</description>
      <category>Field notes</category>
      <author>research@aelohq.com (Aelo Research)</author>
      <pubDate>Mon, 03 Aug 2026 00:00:00 GMT</pubDate>
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      <title>Your AI visibility score is probably a coin flip</title>
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      <description>Most tools ask the model once and report the answer as a rank. But LLM output is a probability distribution, not a leaderboard. Why single-shot measurement is noise, and what a defensible number looks like.</description>
      <category>Methodology</category>
      <author>research@aelohq.com (Aelo Research)</author>
      <pubDate>Mon, 03 Aug 2026 00:00:00 GMT</pubDate>
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      <title>Looking for a Profound alternative? An honest guide</title>
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      <description>Profound is the enterprise leader in AI visibility. If you are not an enterprise, here is when a lighter tool makes sense, how Peec, Otterly and the SEO add-ons compare, and where Aelo fits (accuracy, receipts, D2C and India-first).</description>
      <category>Analysis</category>
      <author>research@aelohq.com (Aelo Research)</author>
      <pubDate>Mon, 03 Aug 2026 00:00:00 GMT</pubDate>
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      <title>Answer Engine Optimization (AEO): the 2026 guide</title>
      <link>https://aelohq.com/blog/answer-engine-optimization-guide</link>
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      <description>How to get named, quoted, and recommended when buyers ask ChatGPT, Gemini, Claude and Perplexity. The two ways AI answers get built, what actually moves citations (with the research), and a practical playbook.</description>
      <category>Field notes</category>
      <author>research@aelohq.com (Aelo Research)</author>
      <pubDate>Mon, 03 Aug 2026 00:00:00 GMT</pubDate>
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      <title>The best AI visibility tools in 2026 (an honest comparison)</title>
      <link>https://aelohq.com/blog/best-ai-visibility-tools-2026</link>
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      <description>Profound, Peec, Otterly, the Semrush and Ahrefs add-ons, and where Aelo fits. A straight comparison of the tools that track how ChatGPT, Gemini, Claude and Perplexity talk about your brand, and what each one is actually best at.</description>
      <category>Analysis</category>
      <author>research@aelohq.com (Aelo Research)</author>
      <pubDate>Mon, 03 Aug 2026 00:00:00 GMT</pubDate>
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      <title>The 16 sources LLMs actually cite</title>
      <link>https://aelohq.com/blog/the-16-sources-llms-actually-cite</link>
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      <description>Reddit at #1 for consumer + prosumer queries. G2 dominates B2B software. YouTube transcripts feed Gemini heavily. A ranked, per-LLM breakdown of where AI answers actually source their information.</description>
      <category>Analysis</category>
      <author>research@aelohq.com (Aelo Research)</author>
      <pubDate>Mon, 06 Jul 2026 00:00:00 GMT</pubDate>
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      <title>The India AI Visibility Index, July 2026 Preview</title>
      <link>https://aelohq.com/blog/india-ai-visibility-index-july-2026</link>
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      <description>Zoho holds a 100% mention rate for Indian CRM queries. Byju&apos;s doesn&apos;t appear once for EdTech intent. Six brands, six categories, one Gemini pass, the receipts behind the first India AI Visibility Index.</description>
      <category>Analysis</category>
      <author>research@aelohq.com (Aelo Research)</author>
      <pubDate>Sun, 05 Jul 2026 00:00:00 GMT</pubDate>
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      <title>Why zero is honest</title>
      <link>https://aelohq.com/blog/why-zero-is-honest</link>
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      <description>Every AI-visibility tool wants to show you a nice green number. Aelo will show you a zero if that&apos;s what the LLMs said. Here&apos;s why that&apos;s better for you.</description>
      <category>Methodology</category>
      <author>research@aelohq.com (Aelo Research)</author>
      <pubDate>Sun, 05 Jul 2026 00:00:00 GMT</pubDate>
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      <title>The receipt is the product</title>
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      <description>Every derived number in Aelo is one click away from the raw scan that produced it. This isn&apos;t a feature, it&apos;s the entire thesis.</description>
      <category>Product</category>
      <author>research@aelohq.com (Aelo Research)</author>
      <pubDate>Sun, 05 Jul 2026 00:00:00 GMT</pubDate>
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