Sanbi.ai Blog
Latest insights on digital marketing, SEO, and data-driven strategies.
How to Fix Negative Brand Sentiment in AI: The Repair Playbook for ChatGPT, Gemini and Perplexity
AI engines repeat the same negative characterizations of your brand to thousands of buyers, verbatim, for years. Here is how to measure LLM brand sentiment, trace where the negativity comes from, displace it with fresher signals, and verify the answers actually changed.
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The GEO Audit Checklist and Roadmap: 30 Checks to Win AI Citations in 2026
A 30-point generative engine optimization audit checklist — technical readiness, content structure, authority signals and measurement — plus the 90-day GEO roadmap and the KPIs that prove ROI. Skip the theory; this is the implementation guide.
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How to Track Brand Mentions in Gemini: The App, AI Overviews and AI Mode (2026 Guide)
Gemini answers buyers on three surfaces — the Gemini app, Google AI Overviews, and AI Mode — and each can describe your brand differently. Here is how to track brand mentions in Gemini manually and automatically, which metrics matter, and how to gain visibility once you can see it.
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How to Track Your Visibility in AI Search: The Complete 2026 Workflow
A step-by-step workflow for tracking brand visibility across ChatGPT, Gemini, Perplexity and Claude — building a prompt set, baselining share of voice, tracking citations and sentiment, and turning the data into content that wins AI answers.
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Free AI Visibility Checkers and Rank Trackers: What You Actually Get for $0 in 2026
An honest look at free AI visibility checkers and ChatGPT, Perplexity and Gemini rank trackers — what free tiers really include, how to run a solid manual check yourself, and the exact point where free stops being enough.
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GEO and AEO for Ecommerce: How to Get Your Products Into AI Answers in 2026
Generative engine optimization for product search — how ChatGPT, Perplexity and Gemini pick which products to recommend, what to change on product pages, and how to monitor whether your catalogue is being surfaced.
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Where Does ChatGPT Get Its Information? Training Data, Live Retrieval, and the Crawlers In Between
ChatGPT answers from three different sources — pretraining, live search retrieval, and pages fetched on demand — and they behave nothing alike. How each works, which crawlers do what, whether they run JavaScript, and what it means for being cited.
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Parasite SEO Isn't Dead — It Moved: What Google's Crackdown Killed and What Still Works in 2026
Parasite SEO after Google's site reputation abuse policy: what died, what still ranks, and why third-party placement now pays off in ChatGPT, Perplexity and AI Overviews instead of Google. Platforms, workflow, risks, and how to measure it.
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How to Track Google AI Mode in 2026: Monitoring Your Brand in Google's Conversational AI Search
Google AI Mode is a new, conversational search surface — separate from AI Overviews. Here's what AI Mode is, why tracking it is different, what to measure, and how to monitor your brand's visibility inside it.
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