Notes from the frontier.
Research, playbooks, and engineering notes from inside the GEO category. We publish what we learn from the dashboards our customers run on.
- DPDaniel ParkCTOMay 21, 2026/AI SearchResearch11 min read
ChatGPT vs Perplexity: how each engine actually picks its citations
We ran 12,000 prompts across both engines and mapped the source patterns. The signals overlap less than you would expect, and that is why coverage matters.
Read story - SMSofia MendesVP ProductMay 14, 2026/GEOPlaybook9 min read
Seven schema patches that consistently move AI citations
Most schema advice is generic SEO carryover. These seven patterns showed measurable lift across multiple engines in our customer base, with the before-and-after numbers.
Read story - MWMarcus WebbVP Customer EngMay 7, 2026/AI SearchEngineering7 min read
AI Overviews vs AI Mode: the only difference that matters
Google is rolling both out, and they behave very differently. Tracking them together obscures the signal. Here is how to separate them and why it changes your fix list.
Read story - ATAlicia TanHead of GEO ResearchApr 29, 2026/GEOResearch10 min read
Citation paths: the third-party signals that decide who AI cites
Your own pages are only half the citation graph. The other half is which third-party sources mention you, with what framing, and on which authoritative domains.
Read story - EREva ReinhardtCEOApr 22, 2026/AI SearchOpinion6 min read
Why we track Meta AI when most competitors do not
Meta AI now ships inside WhatsApp, Instagram, and Messenger. The share is small but the queries are different, and that difference is where coverage moats are built.
Read story - SMSofia MendesVP ProductApr 15, 2026/GEOResearch8 min read
How B2B prompts differ from DTC prompts in AI engines
Buyer behavior diverges sharply by context. B2B prompts favor longer chains, more comparison, and a different mix of citation domains. Optimizing for one will not get you the other.
Read story - DPDaniel ParkCTOApr 8, 2026/SEOFoundational9 min read
What carries over from SEO to GEO, and what absolutely does not
There is real overlap. Content quality, internal linking, and authority signals matter on both sides. But keyword targeting, link velocity, and metadata tuning need a full rethink.
Read story - MWMarcus WebbVP Customer EngMar 30, 2026/SEOEngineering5 min read
Crawler analytics with Vercel logs: a step-by-step setup
A short engineering walkthrough on piping Vercel access logs into Clovion AI so you can see exactly which AI bots are hitting which pages, at what rate, and with what user agents.
Read story - EREva ReinhardtCEOMar 22, 2026/GEOPlaybook11 min read
How to measure GEO impact when AI traffic is hard to attribute
Most analytics tools cannot tell you which sessions came from an AI engine. Here is the multi-method approach we use across our customer base, with the assumptions and limits.
Read story - SMSofia MendesVP ProductMar 15, 2026/AI SearchResearch12 min read
The zero-click economy: 140M daily AI searches and where the traffic goes
AI engines now answer hundreds of millions of buyer questions a day without a click. Here is what that means for funnel design, content strategy, and budget allocation.
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The GEO Briefing, weekly.
Research, benchmarks, fixes. One email Friday morning. About three minutes to read.
Reading is fine. Seeing your score is better.
A two-minute scan returns your visibility across the major AI engines, scored against your competitors.