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Notes from the AI search frontier
How AI assistants describe brands, what they cite, and what to do about it.
Jun 17, 2026 · benchmarks / data
AI visibility benchmarks report 2026
How often do AI assistants recommend specific brands? We analyzed 10,000 AI answers across 8 assistants and 50 product categories. Here is what we found.
Jun 16, 2026 · case-study / chatgpt
How I got my brand cited by ChatGPT in 30 days
A step-by-step case study on improving AI visibility from zero mentions to consistent citations across ChatGPT, Perplexity, and Gemini in one month.
Jun 15, 2026 · comparisons / peec-ai
Peec AI vs Otterly vs SeenByLLM — which AI visibility tool is right for you?
An honest comparison of Peec AI, Otterly, and SeenByLLM: features, pricing, assistant coverage, and which tool fits which use case.
Jun 14, 2026 · geo / aeo
Complete guide to generative engine optimization (GEO)
GEO goes beyond AEO: it is about influencing the quality, detail, and positioning of what AI generates about your brand. Here is how it works.
Jun 13, 2026 · ecommerce / ai-visibility
AI visibility for ecommerce — track your products across every AI assistant
How ecommerce brands can monitor and improve which products AI assistants recommend. Product-level tracking, SKU accuracy, and the metrics that matter.
Jun 12, 2026 · optimization / chatgpt
How to optimize your brand for ChatGPT and Perplexity
Practical steps to improve how ChatGPT, Perplexity, Gemini, and other AI assistants describe and recommend your brand and products.
Jun 11, 2026 · tools / free
Free AI visibility checker — see what AI assistants say about your brand
A free tool to check how ChatGPT, Gemini, Perplexity, and other AI assistants describe your brand. No signup required — just enter your brand name.
Jun 10, 2026 · comparisons / alternatives
Profound AI alternative — why brands switch to SeenByLLM
Comparing Profound AI vs SeenByLLM for AI visibility monitoring: assistant coverage, ecommerce features, pricing, and where each tool fits.
Jun 9, 2026 · tools / comparisons
11 best AI visibility tools compared (2026)
A detailed comparison of every AI visibility and AEO monitoring tool on the market — features, pricing, accuracy, and which one fits your brand.
Jun 8, 2026 · ai-visibility / fundamentals
What is AI Visibility? The new metric every ecommerce brand needs to track
AI assistants are replacing Google as the first stop for product research. Here is what AI visibility means, why it matters for your store, and how to measure it.
Jun 8, 2026 · chatgpt / guides
How to check if ChatGPT recommends your products
A step-by-step guide to testing whether ChatGPT, Gemini, Perplexity, and other AI assistants mention your brand — and what to do if they get it wrong.
Jun 8, 2026 · aeo / geo
AEO vs GEO vs SEO — what is the difference and which one matters for your store?
SEO, AEO, and GEO sound like the same thing with different acronyms. They are not. Here is what each one does, where they overlap, and what to focus on first.
Apr 26, 2026 · product / announcements
Welcome to SeenByLLM — your AI visibility cockpit
Why we built SeenByLLM, and what to expect from this blog.
Apr 25, 2026 · aeo / fundamentals
AEO 101 — what answer engine optimization actually means
A primer on Answer Engine Optimization: what changed when AI started answering instead of linking, and the four levers brands have to influence it.