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 ↗Updated 2026-10-04 · Software delivery
A source-first view of control coverage, exception discipline and the freshness of operating evidence. Published findings provide context; the measurement framework shows what to calculate inside your own environment.
01 / Published evidence
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.
IBM reported average savings of almost $2 million compared with organizations not using those capabilities.
IBM 2026 Cost of a Data Breach · 2026 ↗GitHub reported monthly merged pull requests increased 23% year over year.
GitHub Octoverse 2025 · 2025 ↗GitHub’s dataset shows most day-to-day organizational development happens privately.
GitHub Octoverse 2025 · 2025 ↗02 / Your baseline
Use these formulas consistently for at least one complete operating cycle. Keep scope, exclusions and collection dates beside the result.
Automated controls ÷ applicable controls × 100
Median days an approved exception remains open
Evidence items inside their refresh window ÷ all required items × 100
03 / Interpretation
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.
Related benchmarks
Gritt can map the data sources, calculate a defensible baseline and implement the changes behind it.
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