planned AI investment across multiple infrastructure areas
The report says AI cost management increasingly spans cloud, SaaS and data centers.
State of FinOps 2025 · 2025 ↗Updated 2026-10-04 · Compliance
Compliance automation
operations and reliability statistics.
A source-first view of change quality, recovery speed and whether the running system meets its objectives. Published findings provide context; the measurement framework shows what to calculate inside your own environment.
01 / Published evidence
What the public data says.
Each figure links directly to the organization that published it. Vendor telemetry and community surveys are labelled rather than blended into one invented industry average.
reported adopting cloud-native techniques
CNCF described cloud-native adoption as near-universal among surveyed organizations.
CNCF Annual Cloud Native Survey · 2026 ↗lower breach cost with extensive security AI and automation
IBM reported average savings of almost $2 million compared with organizations not using those capabilities.
IBM 2026 Cost of a Data Breach · 2026 ↗02 / Your baseline
Measure the system you actually run.
Use these formulas consistently for at least one complete operating cycle. Keep scope, exclusions and collection dates beside the result.
Change failure rate
Changes causing rollback, hotfix or incident ÷ all changes × 100
Median recovery time
Median time from impact detection to service restoration
Objective attainment
Measurement windows meeting the agreed SLO ÷ all windows × 100
03 / Interpretation
A number without a denominator is decoration.
Segment results by environment, workload owner and business criticality. A falling average can hide one critical service getting worse; a rising count can simply reflect better discovery.
- Record the source system and collection window.
- Separate discovered, in-scope and actively managed populations.
- Keep medians and tail values where averages hide risk.
- Annotate architecture, policy and tooling changes.
- Recalculate after remediation instead of closing on intent.
Related benchmarks
Look at the adjacent signal.
Want these numbers from your cloud?
Gritt can map the data sources, calculate a defensible baseline and implement the changes behind it.
Build the baseline →