Find the architecture choices keeping cloud and AI spend high — and the changes worth making.
See which workloads are driving cost, which spend is avoidable, and which changes are worth approving. Expected results are established from the customer's baseline after the estate is assessed.
A bill your teams can explain and act on.
Finance can distinguish necessary demand from avoidable cost, and workload teams can assess each change against service risk.
Published 18 March 2026 from 753 respondents surveyed in winter 2025, and Flexera attributes the rise to growing cost complexity from AI and new services — which is this page’s argument, made by somebody else. It is their figure, cited as theirs. Your own number is unknown until somebody looks, and it is usually distributed differently from the average.
That is the FinOps Foundation’s State of FinOps 2026, published 19 February 2026 from 1,192 respondents representing more than $83bn of annual cloud spend, and it names AI cost management the single skillset teams most need to add. Unlike a database, the thing spending the money is making its own decisions about when to. That is a control question wearing a finance costume.
Every optimization exercise that skips this step produces a list of changes nobody will approve, because nobody can say who owns the thing being changed.
Each one is ready for the appropriate team to approve.
Keep cloud and model costs explainable as the estate changes.
Reign Ops connects spend to teams, environments and workloads, shows each recommendation with its owner, risk and expected effect, and tracks implemented changes against the agreed baseline.
| What Reign Ops does | How it works |
|---|---|
| Make the bill attributable | Connect cloud and model spend to the teams, environments and workloads that caused it where the data permits. |
| Separate possible savings from approved action | Show the change, owner, dependency, risk and expected effect for each recommendation so the business can decide what to implement. |
| Right-size idle and oversized resources | Find and correct idle and oversized resources as a continuing practice. |
| Use commitments where usage supports them | Assess existing commitments and the stability of future usage before recommending a commitment type or term. How that works → |
| Attribute model spend | Attribute token consumption by team and workload on the same terms as cloud. Where agents consume tokens, include the identity that made the call in the record. The boundary that records it → |
| Measure the result | Record an agreed baseline and track implemented changes against actual usage and cost. |
The insurance layer is Archera's and the terms are theirs to state. About the partnership →
Know whether there is material opportunity before changing the estate.
The assessment establishes your current position. One valid outcome is that the position is already reasonable.
Any saving figure is produced after the estate has been examined.
Resources, commitments and services stay unchanged until you approve action.
The approval path is clear before anything happens.
You can operate it with us, run it yourselves using the findings, or stop after the assessment when the available opportunity is too small. The assessment in full →
The customer approves every change that affects spend.
Your cost position stays current as workloads, usage and commitments change. The scope is agreed in writing before deployment.
| Actor | Role in cost operations |
|---|---|
| Reign Ops platform | Operate attribution, right-sizing and the commitment position across cloud and model spend. Run the guaranteed-commitment cycle. Produce the cost record and keep it readable. |
| Customer team | The budget rules and the risk appetite. Which reductions are acceptable. What each environment is for. Every decision to change a commitment or turn something off. |
| iTmethods operating team | The assessment and the initial attribution. Standing up reporting your finance function will read. The periodic review as the estate changes. |
FAQ
How is this different from the cloud cost page?
Do you use our figures or yours?
Can you attribute model spend outside Reign Gateway?
Which deployment shapes can we have?
What does it cost?
See whether structural cost is worth addressing.
A first conversation can establish where cost is difficult to explain and whether an assessment is worthwhile. Use the conversation to discuss attribution, possible changes and what evidence may be missing.