Blog
Field notes on AI visibility.
Research, product thinking, and practical guides for tracking how brands appear in AI answers.
Best AI Search Engines in 2026 (and How They Differ)
The best AI search engines in 2026 compared: Perplexity, ChatGPT search, Google's AI surfaces, Copilot, Grok, and DeepSeek, plus which are actually free.
Read articleBrand Sentiment Tracking in AI Answers: A Working Method
Brand sentiment tracking now means scoring how AI engines frame your brand, not just whether they mention it. A scale, a cadence, and what to do with it.
DeepSeek Rank Tracking: How to Track Your Brand Visibility
How to track your brand in DeepSeek answers when the vendor documents no crawler: a sampling protocol, the honest unknowns, and the tools that cover it.
Gemini Rank Tracking: How to Track Your Brand in Gemini
How to track brand mentions in Gemini answers, why there is no GeminiBot to unblock, and how Gemini differs from AI Overviews and AI Mode.
Grok Rank Tracking: How to Monitor Your Brand in Grok
How to track your brand in Grok answers, why live X conversation makes Grok the most volatile engine to measure, and which tools actually cover it.
What Is a Google AI Overview? How Google's AI Answers Work
A Google AI Overview is the AI-generated summary at the top of some search results. What it contains, how it works, and what it means for your site.
How Much Does AEO Cost in 2026? Real Numbers
What AEO actually costs: DIY time, software from $20 a month, agency retainers from $3,000, and how to decide which tier you need.
AEO vs SEO: What Actually Changes (2026)
AEO and SEO share foundations but reward different things. What transfers from your SEO program, what does not, and how to split effort this quarter.
AEO Website Structure: H1, FAQ and Schema Strategy
How to structure pages so answer engines can lift your content: H1 rules, question H2s, extractable answers, and what changed for FAQ schema in 2026.
AI Monitoring Tools: What They Catch That Analytics Can't
AI monitoring tools sample what AI engines say about your brand: lost citations, competitor displacement, narrative drift, and factual errors on repeat.
AI Search Optimization: A Practical Playbook (2026)
What each AI surface rewards: ChatGPT, Google AI Overviews, AI Mode, Perplexity, and Copilot, with the tactics that actually move each one.
AI SEO: The Complete Guide for 2026
AI SEO covers two different jobs: using AI to do SEO work, and being visible in AI search. This guide covers both, with tactics, tools, and measurement.
Best AEO Tools in 2026: Answer Engine Optimization Software Compared
The best AEO tools for tracking and improving how answer engines cite your brand. Compared on answer tracking, audit depth, engine coverage, and price.
Best AI Overviews Trackers and Checkers (2026)
Tools that track whether Google AI Overviews cite you, which sources fill the answer, and how your presence trends over time.
Best AI Rank Trackers in 2026 (ChatGPT, Perplexity and More)
AI rank trackers compared: track your brand's position in ChatGPT, Perplexity, Grok, Claude, and Google AI Overviews, and what rank means in an answer.
Best AI SEO Agencies and Services in 2026 (+ When to Skip Them)
AI SEO and AEO agencies compared: specialties, who each one fits, which publish pricing, and a framework for choosing between an agency, software, or both.
Best AI SEO Tools in 2026 (By Job, Not Hype)
The AI SEO tools worth paying for in 2026, organized by job: AI visibility tracking, content optimization, technical crawling, and free tools.
Best AI Visibility Tools in 2026, Compared
The top AI visibility tools compared on documented pricing, engine coverage, and measurement method, for tracking brand mentions in ChatGPT, Gemini, and more.
Best Generative Engine Optimization (GEO) Tools (2026)
GEO tools compared: which platforms actually measure and improve your presence in generative answers, what they cost, and where each one stops.
Best Rank Trackers in 2026 (Google + AI Search)
Rank trackers compared for 2026, including the part most reviews skip: tracking your position inside AI answers, not just blue links.
ChatGPT Rank Tracking: How to Track Your Brand in ChatGPT (2026)
How to track your brand's rank in ChatGPT answers: prompt sampling, mention rates, and the tools that automate it, including what you can do free.
Copilot Rank Tracking: How to Track Your Brand in Microsoft Copilot
Microsoft Copilot answers ride the Bing index. How to track whether Copilot cites and recommends your brand, using free first-party data and prompt-level tools.
How to Fix Negative Brand Sentiment in AI Answers
AI models repeat old narratives. How to audit what ChatGPT and Gemini say about your brand, find the sources feeding the negativity, and fix them.
Free AI SEO Tools That Are Actually Free (2026)
Free AI SEO tools that do real work: page grading, crawler configuration, prompt research, and the first-party citation data nobody charges for.
The Future of SEO: What Survives AI Search
A data-backed argument for what happens to SEO as AI answers absorb queries: what survives, what dies, and what replaces rankings as the scoreboard.
Google AI Mode SEO: Tools and Rank Tracking (2026)
How Google AI Mode differs from AI Overviews, what query fan-out means for your visibility, and which tools actually track your brand inside it.
How to Do AEO: 7 Techniques That Work in 2026
A working AEO playbook: prompt research, eligibility, answer-shaped content, third-party sources, and the measurement loop that tells you if any of it worked.
LLM SEO: Tools to Track Your Brand's Visibility in LLMs
How to check and track whether LLMs mention your brand: what LLM visibility tools actually measure, which ones cover which models, and what to ignore.
Perplexity Rank Tracking and Brand Monitoring (2026)
How to track your brand's citations and mentions in Perplexity answers, why Perplexity is the easiest engine to measure, and the tools that automate it.
Profound AI Review 2026: Features, Pricing, and Alternatives
An honest review of Profound: what the platform does well, what each tier actually costs and covers, and which alternatives make sense for smaller teams.
Profound vs Otterly vs Scrunch: AI Visibility Tools Compared
Profound, Otterly, and Scrunch compared on engine coverage, prompt quotas, and real pricing, plus the tail of the market and when none of the three fits.
How to Track Brand Mentions in AI Search (2026 Guide)
Yes, you can track brand mentions in AI search. The exact method for ChatGPT, Perplexity, and Google AI Overviews, manual and automated.
How to See and Track Brand Mentions in ChatGPT
How to check whether ChatGPT mentions your brand, and how to monitor it continuously instead of trusting one lucky answer. Protocol, scoring, tools.
What Is AI Visibility? Metrics, Measurement and What Good Looks Like
AI visibility is how often AI systems mention, cite, and recommend your brand. The five metrics that define it and how each one is measured.
What Is AEO? Answer Engine Optimization, Explained
AEO (answer engine optimization) is the practice of getting answer engines to use your content. What it covers and how it differs from SEO.
What Triggers Google AI Overviews? What the Research Shows
Which queries trigger AI Overviews and which do not, according to the published research, plus what Google itself says about when they appear.
How to Choose an AI Visibility Tool in 2026: An Honest Buyer's Guide
Eight evaluation criteria that separate real AI visibility measurement from screenshot generators, plus the questions to ask on every demo.
AI Search Attribution: Why Analytics Undercounts AI Traffic
AI assistants influence buyers your analytics never sees, and mislabels the visits it does see. How to attribute AI search traffic honestly.
llms.txt: What It Is and Whether It Actually Works
llms.txt proposes a curated index of your site for AI systems. Here is the spec, the adoption evidence, and an honest read on whether it earns its upkeep.
The GEO Audit: A Step-by-Step Guide to Making Your Pages Citable
A GEO audit checks whether AI engines can reach, read, and reuse your pages. The full checklist: access, robots, rendering, structure, and content readiness.
A Crawler Visit Is Not a Citation: From Crawl to AI Answer
GPTBot fetching your page does not mean ChatGPT cites you. The crawl-to-citation pipeline has four stages, and each one filters brands out.
GPTBot, ClaudeBot, PerplexityBot: A Marketer's Guide to AI Crawlers
Which AI crawlers visit your site, what each one does, when to allow or block them, and how to see their activity without reading server logs.
What's a Good AI Citation Rate? How to Benchmark Honestly
There is no universal good citation rate. Here is how to define the metric, why cross-company benchmarks mislead, and how to build baselines that mean something.
AI Share of Voice: Measuring Your Brand Against Competitors
AI share of voice tells you who wins the answers in your category. How to define it, measure it honestly, and act on the gaps it reveals.
Why AI Answers Change Every Time You Ask (and How to Measure Anyway)
The same prompt returns different brands on different runs. Here is why AI answers are volatile and how sampling turns that volatility into measurable truth.
How to Find the Prompts Your Buyers Actually Ask AI
Your AI visibility is only as good as the prompts you track. A practical method for building a prompt set that mirrors real buyer questions.
Google AI Overviews and AI Mode: How to Track and Optimize for Both
AI Overviews and AI Mode are different surfaces with different behavior. How to become citable in each, and how to measure your presence over time.
How ChatGPT Picks Its Sources (and How to Become One)
ChatGPT builds answers from training data, live web search, and source selection. Here is how each layer works and what makes a brand citable.
AI Search Statistics 2026: Usage, AI Overviews and SEO Impact
The published numbers behind AI search: chatbot adoption, AI Overview trigger rates, zero-click and CTR impact, and citation data. Every source linked and dated.
AEO vs GEO: Are They the Same Thing? (And Where SEO Fits)
AEO and GEO describe the same work under two names. What each term means, why the labels split, and how both differ from SEO.
What Is Generative Engine Optimization? The Complete GEO Guide
Generative engine optimization (GEO) is the practice of making your brand visible in AI answers. Learn how it works, how it differs from SEO, and how to start.