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What a real AI visibility audit actually finds
Ship and monetizeData deepdive · 06 Sept 2026
What a real AI visibility audit actually finds

I ran a real Perplexity citation audit against ixsoftum's own accurate, on-topic content and got zero citations. Here's what actually got cited instead.

Where AI coding agents reliably break
AI-assisted developmentHow-to · 03 Sept 2026
Where AI coding agents reliably break

A real database deleted mid-freeze, hallucinated packages with 30,000 downloads, a prompt-injected agent: four real failures, and the fix for each.