Static rule engines can only match known Amazon Buy For Me email patterns, but the agent continuously learns new bot fingerprints (user-agent strings, IP ranges, email suffix mutations, behavioral velocity signals) that Zapier/Make could never adapt to. The LangGraph worker correlates multi-signal e There is no ready-made Shopify app to automatically detect and block 'Amazon Buy For Me' bot orders at checkout, leaving merchants to manually cancel fraudulent or policy-violating orders at scale. K

• Real-time Bot Pattern Matcher (orders/create webhook)
• Behavioral Signal Scorer with confidence-graded outcomes
• Named rule-preset library — save and apply security postures across stores
• Bulk cancel-with-refund queue (refunds route to original payment method via orde
• Optional auto-block of CRITICAL-risk orders with one-click manual review