An afternoon of AI-built work waited months in a queue still sized for the old arrival rate

Both parties measured correctly, on two different things. The manager checked whether the thing worked. Engineering checked whether it could be operated, secured, tested and supported ^[3].

Each step in the chain described in the dev.to piece is defensible on its own. A task that took three days takes three hours ^[4]. On an eight-hour day that is about eight times faster at the desk ^[4]. The workflow still allocates three days, and the ticket still waits for the weekly planning call ^[4]. A weekly gate adds an average of roughly three and a half calendar days of waiting, which is more than the three days the whole task used to take ^[5]. Two approvals sit in front of deployment, each sized for the latency of a person who had to read a document and think about it ^[5].

The survey figures are claims about other companies' pipelines. ServiceNow and ThoughtLab put the 2026 maturity index to 4,500 executives across nineteen countries, and the third edition can be compared against last year ^[7]. The integration share fell 14 points, to a little over half of what it was ^[1]. The report attributes that to fragmented platforms carrying a new wave of agent sprawl ^[10]. The author notes that the figure runs backwards, and that it is the only integration figure in this year's research with a prior year to compare against ^[11]. It is also self-graded, so the share can fall because respondents raised their own bar for "integrated". The piece does not say whether the same executives answered both editions.

The distance between running a pilot and running a workflow sits in the same data: about six and a half organizations report being past the pilot stage for every one reporting meaningful progress on autonomous multistep workflows ^[2]. Zero percent report anything resembling a cross-functional, self-improving agentic operating layer ^[13]. Sixteen percent have replaced fragmented legacy systems with an integrated platform, and 41% still name siloed data as a major obstacle ^[14]. Cloudera's survey of 1,270 IT leaders, which the piece flags as vendor-run, found 79% who cannot access all the data their initiatives need and 30% with fully integrated sources ^[15].

Redesign is the step where the queue in front of deployment would change length. Five percent of organizations in the ServiceNow data are redesigning work, and the rest are pointing agents at workflows that already existed, in the shape they already had ^[19]. Deloitte's January 2026 survey of 3,235 leaders found 84% that have not redesigned jobs or the nature of work around what AI can now do ^[20].