AI Cost Governance | Visual One Intelligence
AI Cost Governance

Who owns your AI costs? Right now, probably no one.

AI workloads draw on cloud services, on-prem infrastructure, and everything between, and in most organizations no single owner sees the whole bill. Visual One Intelligence®, the FinOps Certified Platform from Clear Technologies, gives AI spend the same governance discipline that IT finance teams already trust for the rest of the estate: one cost model, chargeback and showback, and budgets defended with data.

FinOps Certified Platform
Cloud + on-prem in one cost model
SOC 2 Type II certified
52%
of organizations report no clear owner for AI cost
Harness, State of AI in FinOps, 2026
79%
of companies running AI say their GPUs sit idle at least half the time
VentureBeat, 2026
36x
higher cost per unit of work when AI infrastructure sits mostly idle
GEICO engineering, 2026

Sound familiar?

A merger or reorg left you with two estates, two toolsets, and no common cost model
The monitoring each team built covers the environment it knows best, and nothing joins them
Finance wants an AI budget for next year, and the current number is an estimate of an estimate
Business units consume AI capacity, but nobody can say who should pay for it
Proven Discipline

Capacity planning is cost management. We have the receipts.

Visual One Intelligence® and Clear Technologies pioneered Capacity Planning as a Service: continuous, analyst-backed capacity analysis that turns infrastructure data into purchase decisions, budget defenses, and reclaimed spend. That discipline is exactly what AI cost governance requires, applied to the infrastructure AI runs on.

$1.5M

The Storage Secret: An Airline Uncovers 730 TB of Hidden Capacity

“Before Visual One Intelligence®, our challenge was the amount of time it took to identify inefficiencies. We simply didn’t have the technology in place to perform this analysis.”

Fortune 500 Airline • Purchase Avoidance
Read the case study
$1M

The Warning: Four Hidden Storage Pools Nearly Trigger a Budget Crisis

Capacity planning tools and consulting helped this company look deeper and avoid a problem that would have cost $1 million to address, before it reached the budget.

Tech Company • Asset ROI • Purchase Avoidance
Read the case study
50%

Reporting Time Cut in Half with Automated Capacity Planning

“Including the efforts needed to maintain our prior tool’s infrastructure, we saved an entire FTE, plus significant cost savings between the tools.”

Fortune 500 Financial Institution
Read the case study
The Operating Model

Four questions every AI governance owner gets asked.

“What does AI actually cost us, all in?”

One cost model across cloud and on-prem. VOI prices on-prem infrastructure fully loaded: acquisition, maintenance, power, floor space, and personnel, with the same rigor as cloud, so the AI number includes the infrastructure AI actually runs on.

“Who should pay for it?”

Chargeback and showback by business unit, owner, or cost center, using one tag model across the whole estate. The teams consuming AI capacity see the bill, and finance sees who owns every dollar.

“Can we defend next year’s AI budget?”

Budget-versus-actual, spend trends, and forecasting across the hybrid environment. Budgets built from measured consumption instead of estimates, with the data behind every number when finance pushes back.

“Is this a tool or an operating model?”

Both. The platform is built and delivered by Clear Technologies, with analysts who stand up the practice alongside your team. And the model keeps extending: a GPU telemetry collector built on NVIDIA DCGM is live today, with GPU cost reporting and AI token usage tracking in development.

Whitepaper

AI Cost Governance for the Post-Merger Enterprise

The operating model in full: how ITFM discipline, chargeback, showback, and defensible TCO extend to the infrastructure AI runs on. Three pages.

Download the whitepaper
Why Visual One Intelligence

The platform and team infrastructure leaders rely on for unbiased analysis, certified by the FinOps Foundation.

See our case studies

“Visual One Intelligence did all the work for us so we could spend our time on decision-making, not data collection and analysis.”

IT Manager, Large Retailer

“Visual One Intelligence helped us to make better decisions and save money.”

VP of IT Infrastructure, Major Food Producer
Get Started

Put an owner on every AI dollar.

Built for the ITFM, FinOps, and technology leaders accountable for what AI costs and what it returns. Tell us where your estate stands and we will respond within one business day.

AI Cost Governance

Start with a working session.

An analyst walks your environment with you: what AI spend looks like across cloud and on-prem today, where the governance gaps are, and what an operating model would take.