The cost-control operating system for cloud and AI.
Numio achieves tagging discipline across cloud and LLM APIs, to attribute every dollar, and routes each proposed cost optimization actions to the right person continuously, with guardrails you control.
Signup for early access30-minute walkthrough.
Numio combines in a single product:
Visibility
One live view across cloud and AI
Numio connects to AWS, GCP, Azure, and LLM API providers, OpenAI, Anthropic, Vertex, and brings usage, cost, and attribution into a central customized view managed by a conversational interface. Ask questions in plain language and get drill-down answers in seconds — no console-hopping, no spreadsheet reconciliation.
Attribution
Consistent tagging across every resource type
Numio acitvely and gently enforces your tagging standards, applies them across cloud and AI resources -Kubernetes workloads, SageMaker jobs, LLM API calls etc.- and runs continuous compliance checks on existing and new resources as they are created. When tags are missing, Numio identifies the likely owner and routes the fix to him. Attribution coverage improves week over week.
Action
From detection to the right owner — automatically
Numio monitors spend, usage, and policy compliance continuously. Every notification ships with projected impact, the rule that produced it, and the owner of the affected resource. Tickets are open where they need to, so owners are notified and can act. Nothing sits in a dashboard waiting to be noticed.
Automation
Execute low-risk actions within your rules
For action types you explicitly approve — orphaned snapshot cleanup, idle development cluster suspension, or tag enforcement on new resources — Numio can execute within guardrails reducing workload from your team. Production stays under human approval by default. Every execution is logged end to end.
Token Meter
See exactly who uses which model, for what, at what cost.
Token Meter is Numio's transparent proxy for LLM API traffic. It sits between your applications and providers like OpenAI and Anthropic, to rate, attribute and log every request. That provides a unified view to understand cost in fine detail and measure AI adoption across your organization.
See Token Meter in action →- Attribute LLM spend by team, app, feature, or any dimension you define.
- Track cost per 1,000 tokens and per inference across models and providers.
- Enforce environment boundaries — for instance keep R&D experiments out of the production bill.
- Measure AI usage and adoption across your organization and assess AI usage maturity.
How Numio operates
Three steps, in continuous operation.
01
Observe
Numio connects through scoped, read-only IAM roles and ingests billing, usage, tagging, and organizational data from every connected provider.
02
Evaluate
Each observation is checked against your budgets, tagging rules, and cost policies. Findings include the triggering rule, the owner, the projected impact, and the recommended next step.
03
Act
Numio opens tickets, notifies owners, suggests remediations, and — where you have explicitly approved it — executes low-risk actions within guardrails to reduce workload on your team.
See it on your numbers.
A 30-minute walkthrough on your cloud and AI spend. Read-only setup.
Request→Built for teams interested in a 360 view of cloud and AI usage, spend, and business support at scale.