Docs/Finops

FinOps

FinOps turns your traces into financial and performance insight: what your AI costs, where the spend goes, how fast it responds, and which cheaper or faster model you could switch to without losing quality.

ℹ

In the product, FinOps lives in the Gauge AI section of the sidebar. Cost numbers come from each generation's usage and your model prices, so keep those current for trustworthy figures.

What's in FinOps

PageIn the productAnswers
Cost & Latency DashboardsGauge AI → Cost Dashboard, Latency DashboardWhere does spend and latency go, by model, user, trace name and over time?
AI UsageGauge AI → AI UsageHow many traces, observations and scores do we record?
Cost & Performance MetricsGauge AI → Cost Performance Metrics, Latency & AnalyticsHow do cost, tokens and latency line up with quality scores?
AI OptimizerGauge AI → AI OptimizerWhich cheaper or faster model could this agent use safely?
Model ReplayPart of an optimizer runHow are comparison outputs produced, and on which providers?
Evaluation & CreditsPart of an optimizer runHow is quality judged, and how many credits does a run use?
RecommendationsGauge AI → AI Optimizer → RecommendationsWhen is a model recommended, and what are the projected savings?
Models & PricingSettings → ModelsHow is cost calculated, and how do I set my own prices?

Per-user cost is under Gauge AI → Users (see Users), and per-agent cost projections are in the AI Agent Center. Budgets, spend limits and gateway spend analytics belong to Budget AI.

How cost is calculated

For each generation, cost is the cost your trace reports, or else the sum over usage types of units × price, using the matching model definition. For a typical chat model that is input tokens × input price + output tokens × output price. Trace cost is the sum of its generations, and every other view (per model, user, trace name, environment, day) rolls up from there.

Access

AreaBuilt-in roles with access
Dashboards, AI Usage, metrics views and AI Optimizer resultsOwner, Department Admin, Security & Compliance, Cost Analyst
Clone dashboards, create and delete optimizer runsOwner, Department Admin, Cost Analyst
Edit the model price catalog and LLM connectionsOwner

Custom roles can grant the Gauge AI module, or its sub-modules AI Optimizer (FinOps), Cost & Latency dashboards and Users (per-user cost), separately. See Members & Roles.

In this section

© 2026 ANTS Platform, Inc.Docs v1.0 · Last updated June 2026