Writing
Writing
Data, measurement guides and honest breakdowns on AI visibility — every number names its source, sample data is labeled, no traffic promises.
You rank #1 on Google. AI answers still skip you. Here's why
Why a #1 Google rank doesn't translate to AI citations: rankings optimize clicks, citations optimize extractability, entity clarity, corroboration.
What a $6,850/month AI-visibility retainer actually buys (a cost anatomy)
The five cost components of an AI-visibility retainer, the published price medians, what each tier should include, red flags, and who should skip.
Reddit is ~17% of ChatGPT's citations. What the most-cited domains actually mean for a B2B SaaS brand
Ahrefs' September 2026 data: the 50 most-cited domains in ChatGPT, what source types they reveal, and the gap for B2B SaaS brands.
LLM crawlers in 2026: who is crawling your site (a maintained robots.txt reference)
Every LLM crawler in one table — who runs it, what it trains, how to allow or block it, and the official doc that proves it. Verified 2026-10-19.
Is AI search optimization worth it for B2B SaaS? A decision framework, not a sales pitch
A three-gate decision framework for B2B SaaS founders: do buyers ask AI about your category, are competitors cited without you, can you measure it?
Google's new generative AI report: how to read yours, and what it still hides
What the GSC generative AI report actually counts, what the opt-out toggle excludes, why three dashboards disagree, and the gap they share.
ChatGPT, Perplexity, Gemini, Claude: which AI surfaces actually cite B2B SaaS brands — and how to check yours
How ChatGPT, Perplexity, Gemini and Claude retrieve and cite differently, a labeled sample run, and how to check your brand on each.
White-label AI visibility ops: your agency sells the retainer, we run the pipeline
For agencies selling GEO/AEO retainers: a white-label ops layer runs query maps, four-surface measurement, diffs, fixes and client reports.
The one-page monthly AI visibility report (free template, with a filled-in sample)
A one-page monthly AI visibility report template for B2B SaaS, with a filled-in sample: score with MoM delta, what changed, top 3 fixes, what we did.
llms.txt in 2026: what the v2 spec actually requires — a 20-minute audit
The llms.txt v2 spec (updated August 2026) requires less than most 2026 guides assume. A spec-grounded, 20-minute audit checklist.
How to measure AI search traffic in 2026: GA4 + Google Search Console + Bing, done right
Set up the three official sources for AI search data in 2026: GA4 referrers, the GSC generative AI report, and Bing's AI Performance report.
How to get cited in ChatGPT if you run a B2B SaaS company (12 checks, no promises)
Citation data from 700k ChatGPT conversations, then a 12-point B2B SaaS checklist for earning citations on your comparison, pricing and trust queries.
AI visibility tools vs a managed service: a cost comparison
What AI visibility tools cost versus a managed ops service. Tools are cheap; judgment, fixes and accountability are the paid part.
AI search referral traffic in 2026: what the numbers say, and where they disagree
Similarweb, StatCounter and other trackers report conflicting AI search referral traffic numbers. What each measures, and where they disagree.
Ahrefs says −58%, Seer says −61%: what the AI Overviews CTR numbers actually mean
Ahrefs found a 58% CTR drop at position 1, Seer found 61% organic. What each method actually measures, where they agree, and what is robust.