Benchmarks
SaaS operating benchmarks with transparent methodology
CACulator.io separates public directional guidance from participant cohort bands (p25 / p50 / p75). We never invent benchmark numbers on marketing pages. Cohort cards appear only when sample and privacy rules are satisfied.
How benchmarking works
- Percentiles (p25 / p50 / p75)
- Cohort cards show the 25th, 50th, and 75th percentile of opted-in peer inputs for your segment, never individual company values.
- Privacy threshold
- Participant bands require at least k=10 companies in the cohort (configurable). Below threshold we widen the cohort or show curated public reference guidance with clear labeling.
- Confidence levels
- Low, medium, or high confidence is shown on every cohort card based on sample size and cohort specificity.
- Fallback logic
- We match your SaaS profile tuple, then progressively broaden: drop GTM motion, ACV band, customer type, merge adjacent stages, then fall back to stage + ARR reference data.
Benchmark guides by metric
All 19 calculators live at the site root (e.g. /cac-payback). Benchmark guides explain context; calculators produce your numbers.