MachineReach
AI-agent readiness scanner for public websites
AI agents are starting to interact with the web differently from humans and search engines, but most websites still have no clear way to expose what they can do, how agents can call them, or which machine-readable interf
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Launch Intel predictions
Analyze your own launch →80%80% predicted probability of success on Product Hunt, based on ML models trained on real launch data.
best fitHighest predicted score across all platforms for this description.
59%59% predicted probability of success on TrustMRR, based on ML models trained on real launch data.
48%48% predicted probability of success on Indie Hackers, based on ML models trained on real launch data.
nativeThis product was originally launched on this platform.
42%42% predicted probability of success on Hacker News, based on ML models trained on real launch data.
32%32% predicted probability of success on AppSumo, based on ML models trained on real launch data.
28%28% predicted probability of success on Acquire.com, based on ML models trained on real launch data.
26%26% predicted probability of success on BetaList, based on ML models trained on real launch data.
Correct prediction on native model
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