AI for FinOps

Fully Automated Cost Allocation Meet the next era of FinOps

AI-powered Virtual Tags automate months of manual tagging in minutes. No tagging policies. No scripts. Just allocation clarity from day one.

  • Real-time allocation with no reprocessing
  • Approved rules apply instantly and retroactively
  • New line items are allocated instantly—no batch jobs
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And many more...

From raw bills to complete allocation in three steps

  • Connect

    Frame (3)
  • Generate

    Union (2)
  • Automate

    Frame 1597881391
Plug Finout into the systems where your spend already lives — No agents, no tagging projects.
Cloud: Connect AWS, GCP, Azure and other cloud bills.
Kubernetes: Ingest cluster, namespace & workload-level usage.
SaaS & data tools: Bring in Snowflake, Datadog, and other core platforms.
Custom & internal sources: Add internal chargeback data, exports, or bespoke cost inputs.
Once connected, Finout has a complete picture of your usage and spend across cloud, Kubernetes, and SaaS.
connect
Finout scans names, labels, namespaces, accounts, projects, and metadata across your connected systems and turns them into clear, explainable Virtual Tag rules.
Proposes hundreds of rules based on real usage patterns.
Groups spend by team, service, environment, project, BU, customer segment, and more.
Lets you approve, edit, or reject suggestions individually or in bulk.
Learns from your edits, so future suggestions get sharper over time.
generate

Once your Virtual Tags are in place, Finout keeps allocation accurate and in sync as your spend and org evolve.

Virtual Tag Sync – org-aware automation

Sync teams, services, domains, products, and cost centers from Backstage, ServiceNow, Workday, or internal catalogs.
Update allocation automatically when ownership changes, services move, or teams split.
Keep reports aligned with your real org, not a stale tagging strategy.

Allocation API – allocation as code

Manage Virtual Tag rules via API or UI.
Plug rule changes into CI/CD and internal approval workflows.
Export fully allocated data to Snowflake, BigQuery, Looker, billing systems, or internal tools.
AI finds the patterns; Virtual Tag Sync and the Allocation API keep the model in lockstep with your architecture, your org chart, and your governance.

Fully Automated Cost Allocation. This is FinOps in 2026

Stop organizing your business around the limitations of tags- Let AI Virtual Tags keep your allocation model in sync with reality as you grow.