AI Governance & FinOps

Know what your AI actually costs.

See every AI dollar. Then control it.

Discover every AI tool and agent, including shadow AI. Attribute every token, control usage, and optimize spend across OpenAI, Claude, Gemini, Copilot, and more.

Start read-only· nothing changes in your apps· add real-time control when you're ready
Governs across OpenAI Claude Gemini Copilot Bedrock Vertex Azure AI Foundry
agentnuro.ai/ai-spend/overview
AI Spend / Overview Insight · read-only Gateway · real-time
AI spend · MTD
$284,600
$1.9M/yr waste identified
Tools + agents
137
23 shadow AI found
Tokens · 30d
4.82B
across 6 providers
Savings identified
$1.9M
recommended, annualized

Cost by project → agent

Lease abstraction$86K
Contract review$61K
Support copilot$47K
$38K

Findings

Runaway agent — 47 avg tool callstoday
Shadow AI — 3 unsanctioned ChatGPT workspacesyesterday
Route classification to Haiku — ~$6,200/moyesterday
AgentNuro Gateway — real-time control REAL-TIME
Route Compress Cache Enforce Rate limit
"Classify inbound support ticket"Claude Haiku 4.5 req 7e02b4 saved $0.04
Cost ↓ 42% p99 held Quality maintained Cache hit 41%
How it works

Start with insight. Grow into control.

AgentNuro runs in two modes on one platform. Begin with read-only visibility that changes nothing in your apps. When you're ready to act automatically, add the Gateway — the same intelligence, now with a hand on the wheel.

1Insight · read-only 2Control · real-time
Tier 1 · Read-only

AgentNuro Intelligence

Complete AI visibility and intelligence, with no changes to your applications.

Provider usage APIs Cloud billing Identity / SSO AgentNuro
Pulls from every source, correlates it — changes nothing in your apps.

AgentNuro connects through your provider, billing, and identity APIs and correlates them into one picture of AI spend. Read-only, and nothing in your applications changes.

Discover everything. Every AI tool, agent, subscription, and model in use — including shadow AI nobody registered.
Attribute every dollar. Spend by project, agent, model, and task, mapped to the teams and cost centers that own it.
Know what to fix. Idle agents, oversized models, duplicate work — surfaced as ranked recommendations you apply in your own tools.
Govern softly. Tag, alert, and budget; flag anomalies and unsanctioned usage before they become a surprise invoice.
Connects through provider, billing & identity APIs · nothing changes in your apps Start read-only
Tier 2 · Real-time

AgentNuro Control

Optimize and govern in real time.

Your apps AgentNuroGateway Providers
In the request path — every call flows through, so it can act.

Route your AI traffic through the Gateway — a lightweight inline proxy between your apps and the providers. Now the recommendations don't just advise; they execute the policies you set.

Route & right-size. Each request goes to the right model — downgraded where quality allows, kept premium where it matters.
Compress & cache. Trim oversized context and serve repeated work from an exact and semantic cache — skipping the provider when you can.
Enforce in real time. Budget caps, rate limits, and a kill switch — nothing reroutes, throttles, or blocks unless your policy says so.
Proven outcomes. Cost down, p99 latency held, quality maintained — measured against your baseline, not assumed.
A lightweight inline proxy · a change in how your apps reach providers Add the Gateway
Why AI cost is different

Cloud is deterministic. AI is probabilistic.

A database query costs the same every time it runs. An AI prompt doesn't — the same request returns a different length, takes a different path, and costs a different amount on every call. So the monthly average every cost tool reports isn't the number that hurts you. AgentNuro models the whole distribution, not just the mean.

Cost per request · one workload, one month

Your spend isn't a number. It's a shape.

A dashboard collapses this whole curve into its average (the purple line). But real cost lives in the long right tail — the runs that cost 5–10× the typical one. That tail is where budgets actually break.

Average — what a dashboard shows p95 the tail — where budgets break $ per request → cheap, typical run rare, expensive run
$1,000,000 A 10% error in estimating AI cost, on a $10M annual budget, is a million dollars. That's the real price of managing AI with averages — and the gap AgentNuro closes.

Cost hides in the tail

Input tokens compound — system prompt, retrieved context, memory, and history all multiply. A single call can swing 5–10× around its average, and monthly means smooth over exactly the spikes that cause overruns.

We model it, not average it

AgentNuro fits your actual telemetry to real distributions and forecasts with confidence ranges. A budget becomes a probability you can defend — not a single number that's wrong the moment traffic shifts.

It's what makes control smart

Because we predict each request's likely cost, latency, and quality before it runs, the Gateway can route, cache, and cap on expected outcomes — not on last month's average.

This is why Insight forecasts probabilistically — and why Control can act on those forecasts the instant a request arrives.

One platform, four jobs

Discover. Attribute. Optimize. Govern.

The full loop across every provider — and each stage answers to someone who's been asking for it.

1

Discover

For the CIO / CISO

Find every AI tool, agent, subscription, and model — including the shadow AI nobody registered — across usage, billing, and identity sources.

No more unknown AI footprint
2

Attribute

For the CFO

Map every dollar to the project, agent, model, and task that spent it — and the team or cost center that owns it. The denominator AI ROI has been missing.

Chargeback that holds up
3

Optimize

For the Head of AI

Right-size models, cache repeated work, and trim oversized context — cutting spend without pulling capability from a single team.

Lower cost, same quality
4

Govern

For Finance + IT

Budgets, alerts, and anomaly detection in Insight; real-time caps, rate limits, and a kill switch in Control — one policy across every provider.

Accountable by design
Recognized & trusted

The credibility of CloudNuro, focused on AI.

Chicago Innovation Award Winner 2025 Gartner SaaS Management Platform 2024, 2025 and 2026 Info-Tech SaaS Management Platform 2024, 2025 and 2026 Everest Group FinOps Cost Management PEAK Matrix 2025 Gartner Peer Insights 4.9 out of 5 G2 4.8 out of 5
Governs AI across every major provider
OpenAI Claude Gemini Microsoft Copilot AWS Bedrock Google Vertex Azure AI Foundry

See what your AI actually costs.

Get a complete map of your AI footprint and spend — read-only, and free.

Connect your providers in minutes · nothing changes in your apps
Also governing SaaS & Cloud spend?

AI is the newest layer — AgentNuro sits on the same platform that manages your SaaS and cloud costs.

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