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Sanbi.ai

Launching today

Don't just track AI citations, act on them.

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Don't just track AI citations, act on them.

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Don't just track AI citations, act on them. Sanbi.ai is a Generative Engine Optimization platform that monitors your brand visibility across ChatGPT, Gemini, Perplexity, and Claude. Track your AI Visibility Score, map exact citation sources, and analyze your Share of Voice against competitors. We go beyond reporting to help you identify citation gaps and optimize your content. Own your category and become the brand AI recommends as search shifts from links to answers.

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Launch tags:Marketing•SEO•Artificial Intelligence

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Viktor.comAn AI coworker that actually does the work

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Hey Product Hunt, I'm Akshat, founder of Sanbi. A while back I noticed people had stopped Googling and started asking. "Best CRM for a small team?" "What running shoe should I buy?" ChatGPT, Gemini, Perplexity, and Claude were answering, and quietly deciding which brands got recommended and which ones disappeared. Here's the problem: most brands have no idea whether AI recommends them, ignores them, or hands the customer to a competitor. Traditional SEO tools don't measure any of it. So we built Sanbi. Sanbi tracks how your brand shows up across ChatGPT, Gemini, Perplexity, and Claude, and turns it into a clear picture: Your AI visibility score and share of voice vs. competitors The exact sources AI cites about your category How you rank prompt by prompt, product by product, even city by city A prioritized list of what to fix to actually get recommended Then our GEO/AEO specialists can help you close the gaps: running audits, fixing citation issues, and earning the mentions models read. Want to see where you stand? Run a free AI Visibility Report in about 2 minutes, no signup. We fire 10 real prompts from your industry and show you exactly where you appear, and where you don't. For the PH community: the first 25 people get the Advanced tier free. Just reach out with the code ADVANCED99 and I'll get you set up. I'll be here all day answering questions. Quick one for you: have you ever caught an AI tool recommending a competitor instead of you? What did it say?

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1d ago

Forum Threads

p/sanbi-ai

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6h ago

Let's find out which of us AI actually recommends. Post your screenshot.

Hey founders,

A quick experiment, and I want to see everyone's results in the replies.

Open ChatGPT (or Gemini, Perplexity, Claude) and ask it the exact question your ideal customer would ask before buying. Something like "best [your category] for [your ICP]" or "what should I use to [job your product does]."

Then screenshot the answer and post it here.

p/sanbi-ai

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1d ago

Tracking tells you you're invisible in AI. Then what?

Following up on the title, because "then what?" is the part almost nobody talks about.

First, why this keeps mattering more every month. ChatGPT crossed a billion monthly users by mid-2026, and AI referral traffic to US retail sites jumped nearly 700% year over year over the last holiday season. At the same time, roughly 68% of US Google searches now end without a click, and that climbs to 80 to 83% when an AI Overview shows up. The answer has become the destination. If you are not inside it, you are invisible for that query.

Here is the uncomfortable part, and the reason tracking alone is not enough:

AI visibility is not SEO. In under a year, the share of AI citations going to the top 10 organic results dropped from 76% to 38%. You can rank #1 on Google and still be missing from the answer, because the models pull from a different set of sources than the ones you optimized for.
The engines disagree wildly. Recent data found the same brand's citation volume can vary by up to 615x from one platform to another. A tool that hands you a single score hides where you are actually losing.
Knowing you are invisible does not fix it. This is the whole "then what." A dashboard measures the gap. It does not close it.

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Following up on the title, because "then what?" is the part almost nobody talks about.

Here is the uncomfortable part, and the reason tracking alone is not enough:

AI visibility is not SEO. In under a year, the share of AI citations going to the top 10 organic results dropped from 76% to 38%. You can rank #1 on Google and still be missing from the answer, because the models pull from a different set of sources than the ones you optimized for.
The engines disagree wildly. Recent data found the same brand's citation volume can vary by up to 615x from one platform to another. A tool that hands you a single score hides where you are actually losing.
Knowing you are invisible does not fix it. This is the whole "then what." A dashboard measures the gap. It does not close it.