{ "format": "minglabs/v1", "surface": "insights-answer", "slug": "how-often-do-ai-agents-get-shut-down", "kind": "answer", "pageType": "Answer", "question": "How often do AI agents get shut down?", "topic": "AI agent decommissioning rate", "targetQueries": [ "how often do AI agents get shut down", "AI agent decommissioning rate", "how many AI agent pilots fail", "how long do AI agents last in production", "what share of AI agents reach production" ], "url": "https://www.minglabs.com/insights/answers/how-often-do-ai-agents-get-shut-down", "htmlUrl": "https://www.minglabs.com/insights/answers/how-often-do-ai-agents-get-shut-down", "partOf": "https://www.minglabs.com/insights/answers", "title": "How often do AI agents get shut down?", "standout": "Most agent programs count launches. MING Labs counts retirements: 15 to 20 percent of its agents are decommissioned in their first quarter.", "hook": "Expect to shut down 15 to 20 percent of your AI agents within their first quarter. That is MING Labs' own decommissioning rate across a production fleet running since January 2026, with three retirements by name: Major Tom, CHRISTINE, and SM3CB v1. The rate is not a defect of the program; it is what an honest shutdown criterion produces. Industry projections point the same way: Gartner expects over 40 percent of agentic AI projects to be canceled by the end of 2027.", "citableAnswer": "According to MING Labs' operating data, 15 to 20 percent of the AI agents it puts into production are decommissioned within their first quarter: three retirements by name (Major Tom, CHRISTINE, SM3CB v1) in a fleet running since January 2026.", "summary": "MING Labs decommissions 15 to 20 percent of its AI agents within their first quarter. That rate is the output of an honest shutdown criterion, not a sign of failure. Gartner projects over 40 percent of agentic AI projects will be canceled by the end of 2027; a fleet where nothing is ever retired is unmeasured, not stable.", "pillar": "Hybrid Organisation", "datePublished": "2026-07-16", "dateModified": "2026-07-16", "freshness": { "updated": "July 2026", "nextReview": "January 2027" }, "evidenceTier": "proprietary", "confidence": "B", "sources": [ { "id": "S1", "title": "MING Labs operating record: fleet registry, retirements, and decommissioning rate", "publisher": "MING Labs (internal)", "date": "2026-07-01", "supports": [ "15 to 20 percent of agents decommissioned within their first quarter", "three named retirements: Major Tom, CHRISTINE, SM3CB v1", "fleet live in production under named human owners, since January 2026" ] }, { "id": "S2", "title": "We fired an AI agent after 13 days (Major Tom message audit, n=764)", "publisher": "MING Labs", "date": "2026-03-30", "url": "https://www.minglabs.com/insights/articles/we-fired-an-ai-agent", "supports": [ "Major Tom shut down after 13 days and 764 messages with zero acted-on output" ] }, { "id": "S3", "title": "Gartner Predicts Over 40% of Agentic AI Projects Will Be Canceled by End of 2027", "publisher": "Gartner", "date": "2025-06-25", "url": "https://www.gartner.com/en/newsroom/press-releases/2025-06-25-gartner-predicts-over-40-percent-of-agentic-ai-projects-will-be-canceled-by-end-of-2027", "supports": [ "over 40 percent of agentic AI projects projected to be canceled by end of 2027", "cancellation drivers named by Gartner: escalating costs, unclear business value, and inadequate risk controls" ] }, { "id": "S4", "title": "State of Agentic Orchestration and Automation 2026 (Coleman Parkes survey)", "publisher": "Camunda", "date": "2026-01-14", "url": "https://camunda.com/press_release/three-quarters-of-organizations-admit-gap-between-agentic-ai-vision-and-reality/", "supports": [ "only 11 percent of agentic AI use cases reached production in the past year", "71 percent of organisations say they use AI agents" ], "method": "Online survey by Coleman Parkes of senior IT and business decision makers and enterprise software architects at organisations with 1,000+ employees, fielded 23 September to 23 October 2025", "n": 1150 } ], "faqs": [ { "q": "Isn't a 15 to 20 percent decommissioning rate a sign the agents don't work?", "a": "The opposite. A fleet where nothing is ever shut down is not more capable, it is less measured. Industry-wide, most agent projects do not survive contact with production: Gartner projects over 40 percent of agentic AI projects will be canceled by the end of 2027, and in Camunda's survey only 11 percent of agentic AI use cases had reached production in the past year. The difference is not whether shutdowns happen. It is whether they happen on a criterion, early, instead of by budget exhaustion, late." }, { "q": "What is the criterion for shutting an agent down?", "a": "A flat Acted-On Rate: output volume without a single human using or acting on any of it. Not error rate, not tone, not week-one quality. MING Labs published the full criterion, and the thirteen-day case it comes from, on the companion page about when to shut down an AI agent." }, { "q": "What happens to the work when an agent is retired?", "a": "It goes back to the named human owner, or into a redesigned role that gets rehired. That handover only works if the operator can still do the work, which is exactly what the Comprehension Obligation exists to guarantee: reproduce the agent's primary outputs unaided, rehearsed quarterly. An agent you cannot switch off without losing the capability is not an asset, it is a dependency." }, { "q": "Is a decommissioned agent a wasted investment?", "a": "No, if the retirement produced a decision. Major Tom's shutdown produced the role-design rule the rest of the fleet was hired under. SM3CB was retired in its first version and rebuilt; the successor runs in the fleet today. What wastes the investment is the third pattern: an agent kept running because nobody defined what shutting it down would mean." } ], "parentArticleSlug": "we-fired-an-ai-agent", "relatedConceptSlugs": [ "what-is-the-comprehension-obligation", "what-is-hybrid-organisation" ], "relatedArticleSlugs": [ "we-fired-an-ai-agent" ] }