AI Agents at Work: Why 4 in 10 Projects Get Cancelled (and How to Avoid It)
Agentic AI projects do not die because of the model. They die because nobody ever measured what the human work the agent is meant to replace actually …
What an AI project costs, what it returns and how long it takes to pay back. The method to measure it before signing, with numbers we verified.
AI projects do not stall because of what AI costs: they stall because nobody knows what the work AI is meant to replace costs today. The price of the tool is on an invoice, the cost of the current process is nowhere, and without that number the project cannot be defended when it is time to cut.
This is the thinnest cluster relative to how much it carries, because it holds up the promise we make: a measurable result in 90 days. Here you will find how to build the case before signing, when an investment pays back, the cases where we verified the numbers, and the incentives that change the denominator.
5 articles in this topic, updated 13 Aug 2026
Agentic AI projects do not die because of the model. They die because nobody ever measured what the human work the agent is meant to replace actually …
Bringing AI into your company costs less than you think, because the State funds a good share of it. But incentives are not a single button: they are …
Appkeep shares its AI adoption journey with Castaldo Solutions: faster timelines, better performance and fewer non-conformities. Here is what actually…
Most AI projects don't generate measurable returns. The problem isn't the technology, but the absence of economic due diligence. Before saying 'let's …
Is your company really ready for AI? Between saying 'we want to do AI' and actually bringing it into your company there's a missing piece: understandi…
You measure the work AI replaces, line by line: how often it happens, how long it takes, what that time costs. Next to it you put the full cost of the solution, maintenance included. The rest is arithmetic.
On a well chosen process the payback shows in months, not years, which is why we work one process at a time. If the numbers say two years, the scope is usually too wide.
Yes, and they change often: tax credits, grants, sector training funds. They have to be checked against the date rather than from memory, which is why every article carries the date of the measure it describes.
The calculator lines up costs, savings and payback time, including the items nobody usually counts.
Open the ROI calculatorFree, the numbers stay yours