Energy, Utilities & AI
AI in Energy: What Changes After the Pilot?
What an energy or utility leadership team needs to settle before scaling a promising AI trial.
ADNOC, XRG and Microsoft published Powering Possible 2026 on 29 October. The report describes rising AI investment across energy. It is a useful prompt for operators in Dubai and Abu Dhabi preparing their next budget.
Read the published report announcement.
What the rollout will require
The pilot gives the maintenance team earlier warning of equipment problems. The results are encouraging, and the vendor proposes a rollout across several sites. Finance now has to recommend how much to approve.
This is a hypothetical situation, but the decision is recognisable: the team wants to preserve momentum while the business needs a clear view of what deployment will cost and who will make the benefits happen. A pilot may rely on clean data, close vendor support and people temporarily borrowed from operations. Those conditions need to be priced into the rollout.
Build the cost around the operating workflow
Start with the work that changes. Which systems must exchange data? Who validates the output? What happens when an alert is wrong or the model is unavailable?
The budget should include integration, cybersecurity review, training, monitoring, support, ongoing compute and the work required to keep data usable. Record the costs already covered by existing teams and the additional resources they will actually need. Equipment, software and service contracts may also have different accounting treatment; the cash commitment needs to be understood across all of them.
Give each benefit an owner and a baseline
Earlier warnings have value when someone can act on them. For avoided downtime, agree the historical baseline, the operating response and how the change will be measured. For time saved, identify whether people can complete more work, reduce outside spending or improve service.
Keep those outcomes separate in the investment case. The same maintenance improvement should not appear once as lower labour cost and again as additional capacity unless both effects can be supported. Retain reliability and safety benefits in the assessment even where assigning a cash value would be speculative.
Approve a next step the team can manage
Compare deployment at one additional site with a wider commitment. Include the cost of delay, the learning expected from the next stage and any commercial discount that depends on buying more now.
The approval should name the operating sponsor, the spending limit and the evidence needed before further rollout. It should also explain what the team will do if performance falls short: adjust the workflow, change the scope or stop further spending.
For a CEO or CFO facing this decision, a useful next step is a brief summary connecting pilot results with the proposed operating budget. It puts the people responsible for delivery and the people approving the money around the same decision.