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Case Studies · Real before & after

What the agent actually does — with the receipts

No score theater. These are measured before/after results from FirePencil's autonomous AEO agent, drawn from real audit and search data.

Academic Journal · 48 hours

IJARST: from an unindexable 0/100 to a 94–98/100 AEO foundation

An academic journal whose every page served the same title, with zero Google Scholar citation tags — so AI and Scholar literally couldn't tell its papers apart. Here's the full before/after of what the agent found, fixed, and measured.

AEO health 0 → 98/100 Critical blockers 6 → 0 Scholar unindexable → indexable TTFB ~2× faster
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Want your own before/after?

Run FirePencil's free AEO audit and get your baseline in about a minute — the real questions AI is asked about you, who it recommends instead, and the exact blockers holding your site back. It's the same first step that started IJARST at 0 and ended at 98.

Case studies report individual clients' measured before/after data and are not a guarantee of any specific outcome. Scores reflect FirePencil's AEO-readiness model; search metrics are from Google Search Console. Third-party names (Google, Google Scholar, ChatGPT, Gemini, Perplexity, Claude) are trademarks of their respective owners; use is descriptive.