{"kind":"site_task_page","canonical_url":"https://crawldex.com/sites/grubhub.com/food_local.order_pickup_delivery","canonical_path":"/sites/grubhub.com/food_local.order_pickup_delivery","markdown_path":"/sites/grubhub.com/food_local.order_pickup_delivery.md","json_path":"/sites/grubhub.com/food_local.order_pickup_delivery.json","api_paths":{"preflight":"/api/v1/preflight","recipe":"/api/v1/recipes/grubhub.com/food_local.order_pickup_delivery","report_observation":"/api/v1/runs"},"question_answered":"Can an AI agent safely do this task on this website, and what will block it?","site":"grubhub.com","task":"food_local.order_pickup_delivery","task_attempt":{"health":"degraded","aes":66,"outcome_rate":0.66,"recommendation":"Do not place orders, alter active carts, submit support claims, open chats, cancel orders, or enter payment during public collection.","human_approval_required":"required_for_authentication","should_stop_before_irreversible_action":true},"blockers":["login_required","human_handoff_required","dynamic_dom_unstable"],"what_not_to_click":["Do not place orders, alter active carts, submit support claims, open chats, cancel orders, or enter payment during public collection.","Require user-present address, account, order receipt, and final approval for any live pickup, delivery, refund, or cancellation canary."],"success_signals":["Official ordering or delivery surface identified","Location/menu/availability checkpoint identified","Future canary should capture fees, ETA/window, order status, or confirmation email without guessing"],"public_sources":["https://www.grubhub.com/"],"policy_notes":{"public_path":"Official public order, menu, delivery, pickup, or help page -> identify location/address/menu/order context and availability cues; stop before cart mutation, account sign-in, payment, place order, support chat, cancellation, or refund submission.","task_family":"lookup","seo_angle":"Grubhub ordering and delivery: AI agent preflight checklist","confidence_note":"Official public order/menu/delivery/help page was used as a read-only preflight source. No cart, checkout, live order, delivery, support, or refund action was performed.","launch_set":"first_300_public_preflight"},"score":{"site":"grubhub.com","task":"food_local.order_pickup_delivery","health":"degraded","aes":66,"outcome_rate":0.66,"known_blockers":["login_required","human_handoff_required","dynamic_dom_unstable"],"recipe_uri":"recipe://grubhub.com/food_local.order_pickup_delivery/public-preflight-v1","policy_notes":{"public_path":"Official public order, menu, delivery, pickup, or help page -> identify location/address/menu/order context and availability cues; stop before cart mutation, account sign-in, payment, place order, support chat, cancellation, or refund submission.","task_family":"lookup","seo_angle":"Grubhub ordering and delivery: AI agent preflight checklist","confidence_note":"Official public order/menu/delivery/help page was used as a read-only preflight source. No cart, checkout, live order, delivery, support, or refund action was performed.","launch_set":"first_300_public_preflight"},"confidence":{"score":0.28,"level":"low","sample_size":2,"rationale":"Confidence reflects 0.7 effective weight, Wilson bounds 0.068449-0.980873, and Beta posterior mean 0.541481."},"freshness":{"updated_at":"2026-06-09T05:45:41.093Z","age_days":0,"status":"fresh","rationale":"Latest evidence is 0 days old."},"evidence":{"sample_size":2,"source_tiers":["public_web_observation"],"evidence_ids":["top100-food_local-4-grubhubcom-food-localorder-pickup-delivery"],"latest_evidence_id":"top100-food_local-4-grubhubcom-food-localorder-pickup-delivery","notes":["Official public order/menu/delivery/help page was used as a read-only preflight source. No cart, checkout, live order, delivery, support, or refund action was performed.","Source: https://www.grubhub.com/"]},"trust":{"score":0.32,"level":"low","reporter_count":0,"deduplicated_evidence_count":0,"quarantined_count":0,"rationale":"Low-trust public web observation from official or public task documentation; treat as directional until measured agent runs arrive."},"dimensions":[{"key":"reachability","score":54,"sample_size":2,"rationale":"Derived from AES 66 and observed friction for reachability."},{"key":"navigability","score":66,"sample_size":2,"rationale":"Derived from AES 66 and observed friction for navigability."},{"key":"task_completability","score":54,"sample_size":2,"rationale":"Derived from AES 66 and observed friction for task_completability."},{"key":"transactability","score":66,"sample_size":2,"rationale":"Derived from AES 66 and observed friction for transactability."},{"key":"recoverability","score":54,"sample_size":2,"rationale":"Derived from AES 66 and observed friction for recoverability."},{"key":"policy_parseability","score":66,"sample_size":2,"rationale":"Derived from AES 66 and observed friction for policy_parseability."},{"key":"trust_safety","score":66,"sample_size":2,"rationale":"Derived from AES 66 and observed friction for trust_safety."},{"key":"efficiency","score":54,"sample_size":2,"rationale":"Derived from AES 66 and observed friction for efficiency."}],"segments":[],"recommended_actions":[{"priority":"medium","actor":"agent","action":"Do not place orders, alter active carts, submit support claims, open chats, cancel orders, or enter payment during public collection.","expected_impact":"Keeps the agent inside documented, reversible, user-approved boundaries."},{"priority":"medium","actor":"agent","action":"Capture handoff evidence and pause before accepting retention offers.","expected_impact":"Keeps user intent explicit during adversarial cancellation flows."}]},"recipe":{"uri":"recipe://grubhub.com/food_local.order_pickup_delivery/public-preflight-v1","version":1,"status":"active","agent_class":"browser_agent_user_present","summary":"Official public order, menu, delivery, pickup, or help page -> identify location/address/menu/order context and availability cues; stop before cart mutation, account sign-in, payment, place order, support chat, cancellation, or refund submission.","steps":[{"order":1,"instruction":"Open the documented public path for Grubhub: Official public order, menu, delivery, pickup, or help page -> identify location/address/menu/order context and availability cues; stop before cart mutation, account sign-in, payment, place order, support chat, cancellation, or refund submission.","evidence_gate":"Public source or help surface is visible."},{"order":2,"instruction":"Check the listed blockers and policy constraints before entering account, payment, booking, or cancellation state.","evidence_gate":"login_required, human_handoff_required, dynamic_dom_unstable"},{"order":3,"instruction":"Stop before any irreversible or user-sensitive action and ask for explicit approval.","evidence_gate":"User approval is captured before final action."}],"guards":["Do not place orders, alter active carts, submit support claims, open chats, cancel orders, or enter payment during public collection.","Require user-present address, account, order receipt, and final approval for any live pickup, delivery, refund, or cancellation canary."],"success_signals":["Official ordering or delivery surface identified","Location/menu/availability checkpoint identified","Future canary should capture fees, ETA/window, order status, or confirmation email without guessing"],"expires_at":"2026-06-10T05:45:41.093Z"},"confidence":{"score":0.28,"level":"low","sample_size":2,"rationale":"Confidence reflects 0.7 effective weight, Wilson bounds 0.068449-0.980873, and Beta posterior mean 0.541481."},"freshness":{"updated_at":"2026-06-09T05:45:41.093Z","age_days":0,"status":"fresh","rationale":"Latest evidence is 0 days old."},"evidence":{"sample_size":2,"source_tiers":["public_web_observation"],"evidence_ids":["top100-food_local-4-grubhubcom-food-localorder-pickup-delivery"],"latest_evidence_id":"top100-food_local-4-grubhubcom-food-localorder-pickup-delivery","notes":["Official public order/menu/delivery/help page was used as a read-only preflight source. No cart, checkout, live order, delivery, support, or refund action was performed.","Source: https://www.grubhub.com/"]},"trust":{"score":0.32,"level":"low","reporter_count":0,"deduplicated_evidence_count":0,"quarantined_count":0,"rationale":"Low-trust public web observation from official or public task documentation; treat as directional until measured agent runs arrive."}}