Most websites are invisible to Ai models like ChatGPT, Perplexity, and Claude; not because the content is bad, but because the structure fails machine reading. AiVIS audits what Ai actually sees, flags what it misreads or skips, and delivers evidence backed fixes with verified score improvement. Not an SEO tool. An Ai citation readiness platform.

AppSignal — Full-stack monitoring for errors, metrics, and logs

Full-stack monitoring for errors, metrics, and logs

I built AiVIS after pulling up my own site in ChatGPT one day and watching it recommend three competitors instead of me. Not because my content was bad. Because the AI literally could not read my site the way it needed to in order to cite me. That definitely broke something in my brain. I spent weeks studying how ChatGPT, Perplexity, Claude, and Google AI actually decide who gets cited. What I found was that nobody was building tools for this specific problem; just recycled SEO dashboards with AI branding. So I built AiVIS from scratch: - Triple-check AI pipeline: 2-3 models validate each other's findings - 18-platform authority scan across Reddit, HN, GitHub, Wikipedia, and more - Citation testing across 4 real AI platforms with behavior-specific prompts - Reverse engineering tools that show you what a cited page looks like and how to become it - Evidence linked scoring so every recommendation traces back to real page data Free tier: 10 scans a month, no credit card. Would love brutal feedback from this community. What would make you actually use this over your current SEO workflow?

most sites are still optimized for rankings
not for being understood

ai doesn’t browse like users
it extracts

this tool exists to show where that breaks

if your site ever ranked but still got ignored
run it and tell me what it got wrong