MultiSensor AI Survey: 91% of Ecommerce Distribution and Logistics Professionals Approved Automation Their Teams Were Not Ready to Maintain
Survey data from MultiSensor AI highlights large automation spending but limited maintenance readiness, rising unplanned downtime and major financial exposure.
Rhea-AI Summary
MultiSensor AI (MSAI) released its “Uptime Economy: 2026” report based on a survey of 152 ecommerce distribution and logistics reliability and operations leaders.
The research found that 91% of respondents approved or implemented new automation knowing their teams were not fully prepared to maintain it, and 49% said this occurred more than once. Only 10% of practitioners continuously monitor all critical assets in real time, while 66% rely on periodic, calendar-based checks, even though 98% have at least one single point-of-failure asset. In the past 12 months, 80% reported six or more unplanned downtime events, and 36% said downtime has increased versus three years ago. Over the past three years, 55% of facilities invested $5–$25 million in automation and 35% invested $25–$100 million, yet 64% of VPs say uptime is not tracked at the executive or board level, and 95% believe a major downtime event could match or exceed annual automation investment.
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Key Figures
- Survey respondents
- 152 practitioners and operations leaders
- 2026 Uptime Economy report
- Unprepared automation investments
- 91%
- Respondents approved, implemented or integrated automation despite readiness gaps
- Repeated readiness gap
- 49%
- Respondents said the unprepared investment situation happened more than once
- Continuous asset monitoring
- 10%
- Practitioners continuously monitor all critical assets in real time, 24/7
- Dismissed sensor alerts
- 82%
- Practitioners dismissed an alert that later indicated a real asset failure
- Missed warning signs
- 83%
- Practitioners experienced failures with warning signs missed or deprioritized
- Unplanned downtime events
- 80%
- Respondents reported six or more events affecting operations in the past 12 months
- Downtime financial impact
- 95%
- VP-level respondents said major downtime could match or exceed annual automation investment
Previous AI Reports
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Released a framework for measuring detection gaps and continuous monitoring readiness.
24h Move is the share-price change in the day after each event; other market factors may also have contributed.
Key Terms
condition-based monitoring technical
single point of failure technical
unplanned downtime technical
AI-generated analysis. How Rhea-AI works. Not financial advice.
Nearly half say it has happened more than once, and only
Houston, Texas--(Newsfile Corp. - September 16, 2026) - MultiSensor AI Holdings, Inc. (NASDAQ: MSAI) ("MultiSensor AI," "MSAI," or the "Company"), a pioneer in early threat detection and condition-based monitoring, today released The Uptime Economy: 2026 Report, which is based on a survey of 152 reliability and maintenance practitioners and VP-level operations leaders in ecommerce distribution and logistics conducted by Censuswide. The research found that
As e-commerce distribution and logistics facilities continue to invest heavily in automation, the survey data shows a maintenance readiness gap is emerging. Most (
"The automation business case almost never includes the plan to keep it running," said Asim Akram, Chief Executive Officer of MultiSensor AI. "Ninety-one percent of the leaders we surveyed knew their team was not ready and moved forward anyway. That is not a technology gap. It is a planning gap, and it shows up two years later as unplanned downtime."
The monitoring behind maintenance overconfidence is thinner than it suggests. Only
"A missed warning sign is rarely a case of someone ignoring a problem," said Luke Grice Lowe, Director of Global Reliability and Maintenance Programs at MultiSensor AI. "It is a case of no one being there when the signal appeared. Degradation does not wait for the next scheduled inspection, so when a team is checking on a calendar interval, the misses are built into the schedule rather than into the people."
The cost of limited visibility runs in both directions. Eighty-six percent of practitioners have taken a critical asset out of service for replacement or major repair, only to determine later that it had significantly more usable life remaining. Twenty-seven percent say it has happened more than once.
Additional findings from the survey included:
Unplanned downtime is rising.
- Eighty percent of respondents say their facility experienced six or more unplanned downtime events affecting fulfillment, sortation or distribution operations in the past 12 months.
- Unplanned downtime events have increased compared with three years ago, according to
36% of respondents.
Downtime costs could wipe out automation investments.
- Ninety-five percent of VP-level respondents say the potential financial impact of a major downtime event would match (
55% ) or exceed (40% ) their annual automation investment at a facility. - Most facilities (
55% ) invested$5 t o$25 million in automation technology over the past three years, while more than a third (35% ) invested$25 million to$100 million during the same period. - Nearly two-thirds (
64% ) of VPs say their facility does not track uptime at the executive or board level.
Reliability workforces are under pressure.
- Thirty-five percent of all respondents say a lean workforce and not enough skilled technicians is a top barrier to improving uptime.
Get the full Uptime Economy: 2026 Report here.
About MultiSensor AI
MultiSensor AI is a multi-sensor condition intelligence solution for high-throughput and highly automated industrial operations. By unifying thermal, vibration and visual sensor data in a single solution, MultiSensor AI enables reliability teams to proactively protect uptime, reduce maintenance costs, enhance safety, and extend the useful life of their most critical assets. For more information, visit www.multisensorai.com.
Forward-Looking Statements
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Media Contact
Alecia O'Brien
VP of Marketing, MultiSensor AI
marketingteam@multisensorai.com
Investor Relations Contact:
ir@multisensorai.com
Source: MultiSensor AI Holdings, Inc.

To view the source version of this press release, please visit https://www.newsfilecorp.com/release/314488
FAQ
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How can readers access the full MultiSensor AI Uptime Economy: 2026 report?
The company states that readers can get the full Uptime Economy: 2026 Report via the link or access point referenced as “Get the full Uptime Economy: 2026 Report here.”