Generated code often stops at “looks fine in the browser”
That leaves no guarantee that robots rules, canonical signals, metadata, or mobile edge cases are production-ready. A launch can feel done while the machine-readable layer is still thin.
For Vibe Coders
Vibe coding collapses build time, not production risk. The fastest way to ship is often the fastest way to miss the invisible layer that search engines, AI systems, social platforms, and real visitors depend on.
Most vibe coders do not need another checklist. They need proof of what the generated app forgot to make legible, shareable, and trustworthy after the demo looked finished.
Faultry is most useful when the launch looks finished but the machine-readable, trust, and runtime layers still have gaps.
That leaves no guarantee that robots rules, canonical signals, metadata, or mobile edge cases are production-ready. A launch can feel done while the machine-readable layer is still thin.
Broken previews, blocked bots, weak page descriptions, and hydration noise do not feel urgent until the product is shared, crawled, or opened on a phone.
Faultry compresses that manual verification into one audit so you can see what the stack shipped, what it failed to ship, and what deserves attention first.
Faultry is useful here because it checks the exact layer most vibe-coded launches skip: AI crawler access, social-preview metadata, mobile behavior, security posture, console health, and performance drag.
Catch blocked bots, missing llms.txt guidance, sitemap access issues, and AI discoverability gaps before ChatGPT-style discovery skips the product.
Verify the shared link does not collapse into a blank or misleading card when someone posts your launch.
Surface runtime warnings and broken resources that AI-generated code often leaves behind.
Show whether the “finished” layout still overflows, blocks taps, or loses trust on phones.
Lovable explicitly warns that generated SEO changes are not systematic and calls out sitemap, robots, internal links, and social metadata.
Google still needs crawlable links, meaningful status codes, and renderable content from JavaScript-heavy apps.
No. It fits any AI-assisted site or SaaS launch where the code landed quickly and nobody has audited the crawl, preview, mobile, and runtime layer yet.
Because visibility and trust problems are cheapest to fix before launch posts, backlinks, and AI citations point people at the wrong version of the site.
Use the free audit to spot the silent misses first. Unlock the report only when you need the evidence and fix guidance to clean up what the AI shipped.
Run a Free Visibility Audit