Blog
Research, strategies, and insights on AI visibility and generative engine optimization.
Why AI engines cite Reddit, G2 and review sites instead of your website (2026)
AI engines cite Reddit, G2 and listicles instead of your website because third-party sources corroborate claims. The 2026 source-type map and playbook.
How to structure content so AI engines actually quote it (2026)
How to structure content for AI citations in 2026: front-load answers, write self-contained sentences, use semantic triplets, size sections to survive chunking.
How B2B SaaS founders own their category in AI answers (2026)
AI visibility for B2B SaaS in 2026: how founders win the qualified category prompt ('best X for Y'), map their prompt space, and become the default AI answer.
How AI coding assistants decide which dev tools to recommend
How AI coding assistants recommend dev tools in 2026: the docs, package registries and trusted sources Copilot, Cursor and Claude pull from, plus an audit method.
How to track AI referral traffic in GA4 from ChatGPT, Perplexity and Gemini
Track AI referral traffic in GA4 in 2026: exact host patterns, a custom channel group, regex segments for ChatGPT, Perplexity and Gemini, plus what GA4 cannot see.
How to configure robots.txt for AI crawlers: GPTBot, ClaudeBot and PerplexityBot
Configure robots.txt for AI crawlers in 2026: the exact GPTBot, ClaudeBot, PerplexityBot and Google-Extended user agents, allow or block directives, and a copy-paste template.
Why your top Google rankings don't translate into AI citations (2026)
Ranking number one on Google does not equal an AI citation in 2026. The gap is structural: AI engines cite third-party listicles, extractable chunks and reviews, not your page.
How agencies package and price a GEO retainer in 2026
GEO agency retainer pricing in 2026: tiered scope (audit, monitoring, source outreach), price bands from $1.5k to $12k/mo, deliverables per tier, and API white-labeling.
How to measure AI share of voice against your competitors (2026)
How to measure AI share of voice in 2026: define a query set, count brand vs competitor citations per engine and country, then compute a weighted SOV percentage.
How to build an AI visibility monitor with the AI citation API (2026)
Build an AI visibility monitor in 2026: schedule daily POST /api/v1/search calls, diff the cited-source set, store snapshots, and alert on new or lost sources.
Do you have to pay to get cited by AI? How GEO outreach really works
Getting cited by AI means getting into the third-party sources AI engines trust: listicles, comparisons and reviews. Here is how the outreach actually works, when mentions are free, when you pay, what each option costs, typical timelines, and what makes an editor say yes.
GEO API vs dashboard: buy a GEO tool or build on a citation API? (2026)
GEO API vs dashboard, decided for 2026: use a dashboard for turnkey reports, use an AI-citation API when the data must live in your own product, per country, at scale.
How to choose a GEO tool in 2026: a buyer's evaluation framework
How to choose a GEO tool in 2026: score every vendor on 9 weighted criteria (engine coverage, per-country data, API/MCP, contacts, refresh, price-per-prompt).
What is GEO? The complete guide to generative engine optimization in 2026
Generative Engine Optimization (GEO) is the practice of getting your brand cited by AI search engines like ChatGPT, Perplexity, and Google AI Overviews. Learn what GEO is, how it differs from SEO, and the proven strategies to increase your AI visibility.