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What's actually moving ChatGPT, Perplexity, and Google AI Mode scores — straight from the founders shipping it.
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Background: i've done content marketing for other people's SaaS for years, finally building my own tool, so i know the playbook. Decided to…
Data engineer brain takes over: I exported 90 days of Search Console data, ran every converting query through a conversational rewrite…
Petr here. Not going to name specific domains, but I want to share a pattern we're seeing across GEO Tracker users who've done deliberate…
Hypothesis: AI engines reading my llms.txt should describe my product using terminology from that file. Test: 1. I added a distinctive…
Filed this post under 'wins' because it eventually was one, but months 1 9 felt like losses. Background: devtool in a mid competitive…
I keep getting asked this in customer conversations and don't have a great answer. From what I've measured directly not from vendor PR :…
Spent a week trying to understand why my citation rates were so inconsistent across runs on the same query. Figured out it wasn't…
Spent two weekends auditing schema.org markup across 6 client domains I do GEO consulting on the side now . Pattern I keep seeing: Moves AI…
Since pivoting to GEO as a discipline, i've been auditing every channel for citation value, not just traffic value. Podcast appearances…
Three months tracking and Google AI Mode behaves differently from ChatGPT / Perplexity in ways that confuse my mental model: AI Mode pulls…
Petr here. I see this mistake in about 30% of the domains we onboard, so worth saying clearly. If you added User agent: GPTBot / Disallow:…
Follow up to my earlier post about ChatGPT confusing me with a dead 2019 startup. After 3 more weeks of testing, here's what specifically…
Slightly embarrassing to admit I wasn't tracking this, but: a prospect emailed us last week saying they'd asked Perplexity 'is brand still…
Indie dev tool, 8 weeks old. Started at GEO Score 0 — ChatGPT couldn't find me, Perplexity confused me with another tool, Google AI Mode…
Four months tracking across all three engines for a devtool. The asymmetry is real and it's category specific. For my product a developer…
Pro plan gives me 50 monitored slots. Tracked all 50 for 6 weeks. Conclusion: 12 of them carry 90 % of the actionable signal. What the…
I want to write this up while the sting is still fresh enough to be useful. $1,200/mo for 6 months. Here's the complete list of what they…
Just dropped an llms.txt at the root. 250 words, includes product description, key features, pricing summary, support contact. My plan to…
Found this the embarrassing way. Was looking at why my GEO score on ChatGPT had flatlined for 8 weeks while Perplexity kept improving.…
Posted this because I was confused why a smaller competitor was eating my AI citation lunch. Query: 'best CLI tool for managing local…
Email Petr directly — he reads every message from founders.