Feature: Cost Attribution

Per-feature spend.

Overview

The Nova cost attribution feature gives customers per-feature, per-team, per-customer cost visibility. FinOps practice expects this; without it, budget conversations devolve into guesswork.

• Per-feature spend. Compute cost broken down by Nova feature; supports feature prioritisation by ROI, not just demand.
• Per-team breakdown. Cost per consuming team; finance gets the chargeback signal it needs.
• Per-customer breakdown. SaaS multi-tenant accounting; supports per-tenant pricing and cost-of-goods analysis.
• Tag-driven plus exportable. Cost follows AWS/GCP tags; CSV and BI integration for finance workflows.

The approach

The practical approach: tag-driven attribution, dashboard view, exportable to BI, trend visibility month-over-month. The team’s discipline produces real cost visibility, not theatre.

• Tag-driven. Per-team, per-feature, per-customer tags; the existing tagging structure becomes the cost-attribution structure.
• Dashboard view. Per-tier cost dashboard; the operator and the CFO see the same numbers.
• Exportable. CSV, S3, BI tool integration; finance teams pull the data into their existing workflow.
• Trend visibility. Month-over-month per category; the slope is the planning signal, not the absolute number.
• Document the model. Per-tag meaning committed to the repo; supports operational reviews and audit response.

Why this compounds

Cost attribution discipline compounds across teams and quarters. Each visible dollar produces accountability; the team’s FinOps culture grows; cost-aware engineering becomes the default.

• Better cost decisions. Visible cost informs feature prioritisation; the team builds what is worth what it costs.
• Better team accountability. Per-team cost produces ownership; the team that consumes is the team that pays attention.
• Better business decisions. Per-customer cost supports pricing; the SaaS unit economics become a measured fact.
• Institutional knowledge. Cost patterns reveal architecture; the team learns where the money goes.

Cost attribution is a product feature that pays off across years. Nova AI Ops invests in transparency as a first-class surface; the discipline produces real value.