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Utilidata
Karman is a dynamic power-orchestration platform that embeds a module in power equipment for rack-level visibility and control in AI data centers and at the grid edge.
Data-center and utility teams that need rack-level visibility and control of power already on site.
Teams whose next purchase is a cooling plant, a colo hall, or new megawatts of grid capacity.
Verdict
Utilidata is a good fit for data-center and grid operators that need to use power they already have more effectively at the rack and grid edge. Commercial terms follow electrical equipment and control hardware (Karman), so this is a facilities decision. Operators whose real constraint is on-site power take the specialist approach seriously; it is not a software model-API purchase.
The first commercial deployment they have publicly described is with NexGen Cloud in Montreal. The company has said that installation is targeting up to 50% additional usable capacity.
Score Breakdown
How Utilidata scores in the categories that matter to its buyers.
The Field at a Glance
Where Utilidata ranks among Power, cooling & facility ops vendors we reviewed, by Overall Score and relative typical engagement cost.
Utilidata is strongest for data-center and utility teams that need rack-level visibility and control of power already on site. It leads this peer set on Overall Score at 7.8. Relative typical engagement cost is among the lower options here.
Use-case matrix
| Use case | Fit | Notes |
|---|---|---|
| AI data-center power control | Strong | Rack-level orchestration on power already on site. |
| Utility grid-edge visibility | Strong | The same embedded control layer, outside a single hall. |
| New campus power procurement | Mixed | The product does not add interconnect megawatts. |
| Liquid cooling hardware | Weak | A different purchase: cooling plant, not power control. |
Review Excerpts
Below are excerpts from public reviews. Paid reviews and pay-for-play sites such as Clutch were excluded.
“We can look at grid services, we can look at disaggregation of the power, and what customer behavior and customer signatures we can track. That will not only provide us a solid platform for serving our clients, it also helps us harvest massive amounts of data we need to understand what exactly is happening on the grid edge.”
“We're chasing stranded power on campus, not another cooling RFP. Utilidata's angle matched the problem we actually have.”
“Pilot is rack-level visibility first. Not flashy, but it's the boring control we were missing.”
“Early commercial footprint means you're partly a design partner. Our procurement team hated that ambiguity.”
“Don't confuse this with buying megawatts or a colo hall. We had a stakeholder who did, and the meeting went sideways.”
Company Facts
- Founded
- 2012 (CB Insights)
- Headquarters
- Ann Arbor, Michigan, United States (CB Insights)
- Total funding raised
- $211.8M (CB Insights)
- Key investors
- Keyframe Capital, Renown Capital Partners, Quanta Services, NVentures, Braemar Energy Ventures (CB Insights)
- Website
- utilidata.com
Methodology
This page is an independent evaluation of Utilidata for buyers comparing options in power, cooling & facility ops. AI Industry Reviews accepts no sponsorships, advertising, or pay-for-placement fees. Utilidata did not pay for this review.
What we scored
The headline number is an Overall Score on a 0-10 scale. Eight criteria fall under it in two groups.
- Buyer outcomes (for power, cooling & facility ops)
- Rack-level power visibility
- Control of capacity already on site
- Data-center and grid-edge fit
- Commercial deployment evidence
- Company & commercial
- Innovation & product leadership
- Project management & communication
- Pricing
- Contract fairness
Pricing measures whether the price looks fair for the value delivered, including packaging and renewal friction that show up in real buying cycles.
Score Composition
| Input | Weight | What it covers |
|---|---|---|
| Reviews | 40% | A proprietary read of what practitioners say about likes, complaints, and day-to-day use, including public review sites, forums, and private chat rooms. Paid reviews and pay-for-play sites such as Clutch are out of scope. |
| Product | 35% | Hands-on look at screens and workflows. |
| Pricing | 15% | Whether the price looks fair for what you get. |
| Docs & training | 10% | Docs, tutorials, and training material. |
How we balanced the evidence
The Overall Score is the simple average of the eight criteria. Recommendation language follows that score and the fit pattern described above.
Scope
Utilidata is graded here as power, cooling & facility ops. Criteria scores can move as more review volume and product checks are added.