{"kind":"site-task","row":{"site":"grubhub.com","category":"food_local","task":"food_local.order_pickup_delivery","health":"degraded","aes":68,"confidence":{"score":0.28,"level":"low","sample_size":3,"rationale":"Confidence reflects 0.81 effective weight, Wilson bounds 0.082067-0.980452, and Beta posterior mean 0.551735."},"freshness":{"updated_at":"2026-06-17T02:28:12.618Z","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"},"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 Jun 17, 2026, AI agents can order Pickup Delivery on Grubhub. 68% task outcome signal across 3 observations; main blocker: Login Required.","outcomeRate":68,"outcomeSplit":{"success":14,"handoff":42,"partial":14,"blocked":30},"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":"/tasks/food_local.order_pickup_delivery","label":"All sites where agents order Pickup Delivery"},{"href":"/sites/grubhub.com","label":"Grubhub agent reliability report"},{"href":"/categories/food_local","label":"Food Local agent task category"},{"href":"/rankings/food_local.order_pickup_delivery","label":"Best and worst sites to order Pickup Delivery"},{"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/bojangles.com/food_local.order_pickup_delivery","label":"Bojangles order Pickup Delivery report","note":"AES 70"},{"href":"/sites/portillos.com/food_local.order_pickup_delivery","label":"Portillos order Pickup Delivery report","note":"AES 80"},{"href":"/sites/fiveguys.com/food_local.order_pickup_delivery","label":"Fiveguys order Pickup Delivery report","note":"AES 65"},{"href":"/sites/mcdonalds.com/food_local.order_pickup_delivery","label":"Mcdonalds order Pickup Delivery report","note":"AES 64"}],"otherSiteTasks":[{"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 74"}]},"metadata":{"title":"Can an AI agent order Pickup Delivery on Grubhub? (June 2026) - CrawlDex","description":"Yes, with a human handoff on Jun 17, 2026: 68% outcome signal across 3 observations for Grubhub order Pickup Delivery.","monthYear":"June 2026","lastVerified":"Jun 17, 2026","observations":3}}