Attribute

Attribute every cost to the team that owns it

Map every dollar to the team, workload, model, and AI agent behind it. Full attribution with no manual tagging required.

63%manage AI spend, up 2x last yearFinOps Foundation, 2025
56%have no AI financial guardrailsGartner, 2025
65%manage spend across cloud and SaaSFinOps Foundation, 2025

Measure ROI from your AI and cloud spend

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Cost Perspectives

Dashboards that show you where every dollar goes

Built-in perspectives surface spend by team, provider, service, and AI workload. Every stakeholder sees exactly what they need.

How attribution works

Attribution that works without the manual work

No tagging strategy. No manual rules. Describe what you need and AI resolves the accounts, services, and spend behind it automatically.

Natural language queries. Describe what you want to see in plain language. AI resolves the accounts, tags, and services behind it automatically.

Untagged resource inference. Resources with missing or inconsistent tags attributed using AI inference across deployment history and service relationships.

Instant, zero-config results. Cost attribution views appear in seconds from your actual data. No spreadsheet exports, no tagging strategy needed.

AI-created perspectives

Cost views for every team, service, and environment

AI reads your infrastructure signals and builds attribution views automatically. No manual taxonomy, tagging rules, or analyst hours required.

Cost views for any team, service, product, or environment. Describe what you need in plain language. AI resolves the accounts, tags, and services behind it and builds the perspective automatically.

Untagged resources resolved through AI inference. Resources with missing or inconsistent tags are automatically attributed using AI inference across deployment history and service relationships.

Instant results with no manual configuration. Cost views appear in seconds from your actual data. No spreadsheet exports, no tagging strategy, no manual rules needed.

AI cost categories

Organize spend the way your business thinks

Group and organize cloud spend automatically using AI-generated categories that match how your business actually works, not how your cloud accounts happen to be structured.

AI maps accounts, tags, and services to your actual business dimensions. Cloud accounts and services automatically mapped to your actual business dimensions: teams, products, environments, or whatever matters to you.

Categories update automatically as infrastructure changes. As your cloud footprint evolves, cost categories stay current without manual maintenance, rule updates, or re-configuration.

Shared costs allocated proportionally across owners. Shared infrastructure costs split intelligently across the teams and services that consume them, with a full audit trail for every allocation decision.

Kubernetes cost attribution

Full visibility into what your clusters actually cost

Container and cluster costs attributed accurately across teams and workloads. Know the true cost of every namespace, deployment, and pod without running a separate tool.

Pod- and namespace-level cost breakdown attributed per team and service. Every dollar of Kubernetes spend broken down to the namespace, pod, and label level across every cluster and cloud provider.

Works across EKS, GKE, AKS, and self-managed clusters. Consistent attribution methodology across every Kubernetes environment, regardless of cloud provider or cluster configuration.

Node cost allocation that accounts for bin packing and idle capacity. Bin packing overhead, idle nodes, and unallocated capacity shown as their own line items so waste is visible and actionable.

Cost per customer

Know exactly what each customer costs to serve

Allocate cloud spend down to the individual customer level so you know exactly what it costs to serve each account. Make informed pricing and margin decisions without guesswork.

Per-customer cost breakdown across compute, storage, and data transfer. Every infrastructure dollar attributed to the customer, account, or segment responsible. Full breakdown by service type with no manual work required.

Identify high-cost accounts before they become margin problems. Automatic flagging when transfer costs or usage patterns create margin risk so you can act before the problem compounds.

Correlate infrastructure spend with revenue to surface true profitability. Join cost data with revenue signals to understand which customers are genuinely profitable and which need repricing or re-architecture.

Cost per feature

See which features are worth what they cost

Map cloud and AI spend to individual product features so you can stop funding work that costs more than it returns. Shared visibility between product and engineering.

Map infrastructure costs to product features and releases. Every cloud and AI dollar attributed to the feature that generated it, from compute to token usage to storage. No spreadsheet exports needed.

Compare feature cost against usage to identify low-value spend. Cost-per-active-user surfaced for every feature so product teams can prioritize based on real economics, not intuition.

Give product and engineering teams shared visibility into cost impact. A single source of truth for feature economics so product and engineering make decisions with the same cost data.

Cost per team

Give every team ownership of their cloud spend

Every engineering team gets full visibility into their infrastructure costs so they can own, track, and optimize their spending. Accountability improves when teams see exactly what they are responsible for.

Team-level cost dashboards updated in real time. Per-team spend tracked continuously against budget. Every team sees their own costs without waiting for monthly finance reports.

Chargeback and showback reports for finance and leadership. Auto-generated chargeback reports on the first of each month. Exportable in any format for any internal billing model.

Trend alerts when a team is trending over budget before month end. Proactive alerts the moment a team's spend trajectory exceeds budget so leads can course-correct before month end.

Full platform capabilities

Every visibility and attribution capability in one platform

From cloud accounts to individual AI agents: full attribution, unit economics, and chargeback in one place.

Customer Success

Real companies. Real savings.

“We connected our cloud accounts and within weeks saw exactly where we were overspending. The savings were immediate and measurable.”

— Head of FinOps, VP of Engineering, Synopsys

Get started with Harness Cloud Cost Visibility

Full attribution, unit economics, and chargeback across cloud, AI, and Kubernetes. No manual tagging required.