We ran 50 prompts through GPT-6 Astra, OpenAI's new flagship. Brand citations hit a record 71%, answers halved, and ChatGPT quietly stopped shipping structured citations.
Compare Peec AI alternatives on execution, engine coverage, and real price, from Writesonic and Profound to low-cost trackers.
Comparing Profound alternatives on execution, coverage, and price for agencies, startups, and enterprise teams.
Compare 12 AI visibility tools for 2026 by execution, engine coverage, SEO depth, data, customer evidence, and price.
The web didn't keep pace as Writesonic changed its positioning. This is the source-by-source method I'm following to replace outdated AI descriptions with an accurate picture of the business today.
We tracked 4,670 brands over four months to find which signals moved with AI visibility growth. Citation share showed a 0.41 correlation with visibility change.
We analyzed 10.7 million AI answer changes to understand brand displacement in AI search. In 90% of brand entries, at least one other brand left.
We ran 161,286 prompts through ChatGPT, Gemini, Perplexity, and Google AI Overviews and measured how much their citation pools overlap.
We ran 631,999 prompt-model pairs across 7 AI platforms, from March through June 2026, each prompt repeated a minimum of 10 times.
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