Probably the most damaging IT failures hardly ever start when a system stops working. They As a rule, they start months earlier, when a warning is dismissed, a alternative is postponed, or a short lived exception quietly slides into permanencebecomes everlasting.
The injury is not apparent at first. Groups repeatedly resolve incidents linked to the identical getting old system, however they deal with every ticket as a separate occasion. The tickets are closed, so the reporting appears to be like wholesome. But Tthe underlying danger continues to develop.
Within the Uptime Institute’s 2025 World Information Heart Survey, 57% of the 1,677 respondents stated their most up-to-date main outage value greater than $100,000, whereas one in 5 reported prices above $1 million in each the 2025 and 2026 surveys. Not each outage begins with deferred upkeep, however unresolved operational circumstances can simply turn out to be materials publicity.
The backlog is larger than patching
By upkeep backlog, I don’t imply solely overdue patches, getting old {hardware} or open tickets;. I imply the amassed work required to maintain techniques safe, supportable, understood and match for the enterprise processes that depend upon them.
The much less seen backlog contains ownerless gadgets and integrations, unsupported purposes performing essential work, undocumented configuration modifications, recurring incidents which might be by no means eradicated, unused licenses, forgotten accounts and short-term workarounds that grew to become customary process.
Collectively, these circumstances create a widening hole between how leaders consider the know-how surroundings operates and the way it really operates. Upkeep work is never linked clearly sufficient to its enterprise penalties clearly sufficient.
Deferred work compounds the problems
Deferred upkeep doesn’t stay remoted inside an IT queue. Growing old or poorly understood know-how can create recurring incidents, slower troubleshooting and downtime. Monitoring could establish unsupported gadgets, unpatched software program and forgotten accounts, nevertheless it can’t resolve them.
Deferred work also can result in unused licenses, emergency replacements and continued spending on techniques that ought to have been retired. CIOs could then make lifecycle selections utilizing incomplete info, worsening conditions they’re making an attempt to repair.
These issues compound. Lacking possession delays patching, whereas . Iincomplete historical past slows prognosis. Delayed alternative creates extra incidents, . Ras repeated workarounds make techniques tougher to vary. Poor data weaken future automation.
Every postponed determination will increase the fee and uncertainty of the subsequent one.
AI can’t resolve upkeep debt
That is earlier than you introduce AI. AI is turning into a part of how IT groups triage incidents, suggest responses and automate routine actions. That However that makes uncared for upkeep extra consequential, not much less.
Take the case of Aan AI assistant. It would summarize an incident precisely but lack the context wanted to suggest a protected response. Who owns the system? Which service is determined by it? Was its configuration lately modified? Might an automatic motion disrupt one other workflow? With out these solutions, the worth of the AI motion is inhibited.
Extra broadly, Aan automated workflow could not execute at scale except uncertainty, human oversight and approval necessities are constructed into its controls. The Nationwide Institute of Requirements and Expertise treats context, information and human oversight as dimensions of AI danger. The NIST Generative AI Profile additionally identifies automation bias — extreme deference to automated outputs — as a danger.
This implies Aautomation does can’t erase upkeep debt. As a substitute, Iit will increase the pace at which incomplete data, unclear possession and uncared for dependencies can produce penalties.
Ticket age is just not the identical as enterprise danger
Most upkeep reporting measures exercise, corresponding to open duties, common backlog age, patch completion charges, tickets closed or belongings refreshed. These metrics don’t present publicity.
An outdated, low-impact process could carry little instant danger; . Aa newly recognized, unsupported system linked to a essential course of could also be much more pressing. CIOs ought to ask which service is determined by it, what occurs if it fails, and whether or not somebody has accepted the danger.
Upkeep ought to be prioritized by consequence, not just by age.
CIOs must handle the backlog as a portfolio of enterprise danger, not merely as a queue of duties. 4 actions could make that shift actual.
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Join work to enterprise dependencies. Hyperlink important upkeep objects to the workers, places, techniques and providers that depend on the affected know-how.
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Separate deferred work from accepted danger. Report why the work was postponed, what might end result, who accepted the publicity and when the choice can be reviewed.
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Establish recurring circumstances. Look past particular person tickets to establish gadgets which might be repeatedly affected, postponed patches, prolonged help agreements and workarounds which have turn out to be customary process.
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Report publicity, not simply completion. Present uncovered enterprise providers, essential unsupported know-how, recurring incidents, ownerless selections and the probably value of additional delay.
The target is to not escalate each upkeep process, however. It’s to make sure that materials publicity receives an express enterprise determination.
No CIO has limitless employees, funding or upkeep home windows. No group will get rid of each merchandise from its backlog. However each group ought to know what that backlog places in danger.
The precedence is to maintain deferred work from turning into invisible, ownerless and disconnected from its enterprise penalties. As soon as the backlog is handled as a danger portfolio, the query modifications from “What number of duties did IT shut?” to “Which dangers are we carrying, why, and who agreed to hold them ?”
Notice right here, encouraging the reader to emailHow do you method your upkeep backlog and has AI affected the way in which you deal with IT tickets?. Tell us at [email protected].
