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See every AI dollar. Then control it.
AI cost behaves like a probability distribution, not a line item. AgentNuro discovers every tool, agent, and token and attributes every dollar — then routes and enforces the policies you set, in real time, whenever you're ready. Across OpenAI, Claude, Gemini, Copilot, Bedrock, Vertex, and Azure AI Foundry.
Cost by project → agent
Findings
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.
Complete visibility, zero footprint.
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.
The same intelligence, now acting.
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.
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.
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.
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.
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.
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 See forecasts probabilistically — and why Control can act on those forecasts the instant a request arrives.
The full loop across every provider — and each stage answers to someone who's been asking for it.
Find every AI tool, agent, subscription, and model — including the shadow AI nobody registered — across usage, billing, and identity sources.
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.
Right-size models, cache repeated work, and trim oversized context — cutting spend without pulling capability from a single team.
Budgets, alerts, and anomaly detection in See; real-time caps, rate limits, and a kill switch in Control — one policy across every provider.
Get a complete map of your AI footprint and spend — read-only, and free.
AI is the newest layer — AgentNuro sits on the same platform that manages your SaaS and cloud costs.
CloudNuro Corp
1755 Park St. Suite 207
Naperville, IL 60563
Phone : +1-630-277-9470
Email: info@cloudnuro.com
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