{"kind":"site-task","row":{"site":"grubhub.com","task":"food_local.order_pickup_delivery","health":"degraded","aes":66,"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":"2026-09-17T03:40:36.868Z","age_days":0,"status":"fresh","rationale":"Latest evidence is 0 days old."},"known_blockers":["login_required","human_handoff_required","dynamic_dom_unstable"],"recipe_uri":"recipe://grubhub.com/food_local.order_pickup_delivery/public-preflight-v1","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/"]},"category":"food_local"},"siteName":"Grubhub","taskPhrase":"order Pickup Delivery","taskTitle":"Food Local / Order Pickup Delivery","categoryTitle":"Food And Local Delivery","categoryKey":"food_local","verdict":"Yes, with a human handoff","tone":"warning","verdictSentence":"Yes, with a human handoff - as of Sep 17, 2026, CrawlDex evidence shows that AI agents can order Pickup Delivery on Grubhub with a human handoff. 66% task outcome signal across 2 observations; leading observed condition: Login Required.","citation":{"openingParagraph":"As of Sep 17, 2026, CrawlDex verdict for grubhub.com/food_local.order_pickup_delivery is Yes, with a human handoff (n=2).","sourceLine":"Source: CrawlDex, 2 observations, September 2026 — https://crawldex.com/sites/grubhub.com/food_local.order_pickup_delivery","wordCount":16},"outcomeRate":66,"outcomeSplit":{"success":14,"handoff":41,"partial":14,"blocked":31},"topBlocker":"login_required","bodySections":["attempt","evidence","agent_builders","blockers","handoff","recipe"],"gate":{"indexable":true,"reasons":[],"bodySectionCount":6},"paths":{"canonical":"/sites/grubhub.com/food_local.order_pickup_delivery","markdown":"/sites/grubhub.com/food_local.order_pickup_delivery.md","json":"/sites/grubhub.com/food_local.order_pickup_delivery/data","apiStatus":"/api/v1/status/grubhub.com","apiRecipe":"/api/v1/recipes/grubhub.com/food_local.order_pickup_delivery"},"breadcrumbs":[{"name":"Home","href":"/"},{"name":"Food And Local Delivery","href":"/categories/food_local"},{"name":"Grubhub","href":"/sites/grubhub.com"},{"name":"Food Local / Order Pickup Delivery","href":"/sites/grubhub.com/food_local.order_pickup_delivery"}],"lattice":{"primary":[{"href":"/sites/grubhub.com","label":"Grubhub agent reliability report"},{"href":"/tasks","label":"Browse agent task evidence"},{"href":"/submit","label":"Submit an observation for Grubhub order Pickup Delivery"}],"blockers":[{"href":"/blockers/login_required","label":"Websites with Login Required friction"},{"href":"/blockers/human_handoff_required","label":"Websites with Human Handoff Required friction"},{"href":"/blockers/dynamic_dom_unstable","label":"Websites with Dynamic Dom Unstable friction"}],"siblingSites":[{"href":"/sites/sweetgreen.com/food_local.order_pickup_delivery","label":"Sweetgreen order Pickup Delivery report","note":"AES 67"},{"href":"/sites/albertsons.com/food_local.order_pickup_delivery","label":"Albertsons order Pickup Delivery report","note":"AES 80"},{"href":"/sites/tacobell.com/food_local.order_pickup_delivery","label":"Tacobell order Pickup Delivery report","note":"AES 64"},{"href":"/sites/chick-fil-a.com/food_local.order_pickup_delivery","label":"Chick Fil A order Pickup Delivery report","note":"AES 64"}],"otherSiteTasks":[{"href":"/sites/grubhub.com/customer_support.find_contact_guidance","label":"Grubhub find Contact Guidance report","note":"AES 80"},{"href":"/sites/grubhub.com/food_local.find_order_issue_help","label":"Grubhub find Order Issue Help report","note":"AES 80"},{"href":"/sites/grubhub.com/customer_support.order_issue","label":"Grubhub order Issue report","note":"AES 79"},{"href":"/sites/grubhub.com/commerce.find_order_help_guidance","label":"Grubhub find Order Help Guidance report","note":"AES 40"}],"mesh":[{"href":"/sites/doordash.com/food_local.resolve_missing_item","label":"DoorDash resolve Missing Item report","note":"Food Local evidence"},{"href":"/sites/subway.com/food_local.order_pickup_delivery","label":"Subway order Pickup Delivery report","note":"Food Local evidence"},{"href":"/sites/jamba.com/food_local.order_pickup_delivery","label":"Jamba order Pickup Delivery report","note":"Food Local evidence"},{"href":"/sites/imperfectfoods.com/food_local.manage_grocery_delivery","label":"Imperfectfoods manage Grocery Delivery report","note":"Food Local evidence"}]},"metadata":{"title":"Can an AI agent order Pickup Delivery on Grubhub? (September 2026) - CrawlDex","description":"Yes, with a human handoff on Sep 17, 2026: 66% outcome signal across 2 observations for Grubhub order Pickup Delivery.","monthYear":"September 2026","lastVerified":"Sep 17, 2026","observations":2},"publisherVoice":{"domain":"grubhub.com","claimed":false,"statement":null,"agents_welcome":null,"entry_urls":[],"support_channels":[],"deprecation_notice":null,"updated_at":null}}