Agentic VM Right-Sizing
Cloud costs creep up quietly. Native advisors miss most of it, and the rest sits in a backlog nobody acts on. We change that.
What we found for a global manufacturing company
Their native cloud advisor had been running on the same VM estate. In the first production run, ours found 57 recommendations and 813,000 SEK in savings potential. The built-in advisor, on the same estate and same time period, found 8 recommendations and 55,000 SEK.
0
x
more recommendations found
0
day
to a decision-ready report
0
x
more savings potential identified
Your full VM fleet. Every machine.
Native cloud advisors read one metric over a short time period. Our solution reads eight, at hourly resolution, over 90 days, plus the organizational context your team needs to act on it. That is why we find 7× more candidates on the same estate.
From weeks to days
Manual analysis that used to take weeks is replaced by a structured, actionable report, ready in days.
Production-
validated
Tested against production workloads, with expert review and constraint discovery built into the process.
Deterministic
by design
Every recommendation is built on the same complete picture. No guesswork, and no drift between runs.
Ready-to-act recommendations
Confidence score, projected savings, and target SKU for every VM. Everything your team needs to make the call.
Your team decides. The agent does the groundwork.
Governed data foundation
Pick your model
Three ways to work with us. Choose the model that fits how your organization wants to own the outcome.
Consulting
We build and hand over the agentic solution inside your Databricks and cloud environment. Your team runs it from there and carries the ongoing ownership cost.
Managed Service
We operate the agentic solution in your environment and improve it over time on a fixed platform fee. Acting on recommendations is billed by the hour.
Gain-share
We operate the agentic solution against your cloud estate and are paid a share of realized savings. No savings, no fee.
Built on certified partnerships
Certified across Microsoft, AWS, and Databricks. A FinOps Foundation member and a trusted delivery partner for Nordic enterprises.
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Frequently Asked Questions
Why not just use native cloud advisors?
They read one metric, typically CPU average, over a fixed window, with no knowledge of your organizational context. Our agentic solution reads eight metrics at hourly resolution over 30 days of active scan data, and knows who owns the VM, what environment it runs in, and what your negotiated pricing actually is. That is why we find 7x more candidates on the same estate.
How does the agent access our environment?
read-only access ot the VM estate in scope. Configuration and metadata only. Every API call is traceable in your audit log. No table contents. Setup in hours.
Which cloud platforms does this work with?
The solution is built for Azure and AWS. It connects via read-only identity, reads from your cloud provider's monitoring APIs, and layers in your organizational context, on a Databricks data foundation that runs in both.
