Luca Barberis

Are later cohorts retaining and expanding more than earlier ones?

№ 004 · NRR cohort heatmap

01

Definition

MetricNet revenue retention

Unit% of year-ago cohort revenue

Each row is an acquisition cohort, each column a month after acquisition. Green cells signal expansion above 100%; red signals contraction. Triangular because newer cohorts have less elapsed time. Build by dividing each cohort's MRR at month N by their month-zero MRR. Watch newer cohorts trending greener earlier than older ones.

NRR
Net revenue retention. Cohort revenue this period divided by the same cohort revenue a year ago, including expansion, contraction and churn. New logos excluded.
MRR
Monthly recurring revenue. Sum of every active subscription normalised to a monthly value, excluding one-off fees.
02

Benchmarks

Bottom 30%MedianTop 30%
95% or below101-102%110-115%+

Private B2B SaaS, $1M+ ARR, blended across ACV bands, 2023-2025 survey data; NRR defined as MRR/ARR from year-ago customer base including upsell, cross-sell and price increases, measured over 12 months · Definitions matter: SaaS Capital measures Dec-over-Dec MRR from the year-ago base; some companies report trailing cohort averages. Median has compressed from ~105% (2021) to ~101% (2024) per Benchmarkit and Maxio data. The blended median hides a 21-point spread between enterprise and SMB, so benchmark within ACV band (see category split).

By category
CategoryBottom 30%MedianTop 30%
SMB, ACV under $25k90% or below97%105%+
Mid-market, ACV $25-100k97% or below102-108%111%+
Enterprise, ACV above $100k103% or below~118% (top quartile of survey base)118-120%+
03

When it looks bad

Diagonal darkening: each newer cohort row turns below 100% earlier than the one above it, meaning recent vintages contract faster than old ones ever did.

2022 cohort held 104% at month 12; 2023 cohort 99%; 2024 cohort is at 96% by month 9. The product or ICP has quietly changed and every new cohort is worth less.

04

What to do about it

  • Diagnose whether the heatmap darkens from churn or contraction by overlaying the GRR heatmap (card 005); if GRR is stable and NRR falls, the expansion motion broke, which is a pricing and packaging fix, not a CS fix.
  • Add a usage or consumption pricing component for the expansion ceiling: usage-based companies reported 125% NRR vs 115% for subscription peers in OpenView's survey data; even a hybrid base-plus-usage model reopens expansion in flat-seat accounts.
  • Target one NRR band of improvement, worth ~5 points of company growth (SaaS Capital); sequence: fix top 2 churn reasons in the newest cohorts first, since cohort-level fixes compound across all future vintages.
  • If newer cohorts underperform older ones, audit ICP drift in the last 12 months of closed-won: win-at-all-costs deals during a slow quarter are the usual culprit and show up 9-12 months later on exactly this chart.
05

Sources

  1. SaaS Capital2023 B2B SaaS Retention Benchmarks (Research Brief 28) · 2023 · n=1,000+ private B2B SaaS companies Median NRR 102% across survey; ACVs above $25k show median NRR of at least 103%; top quartile above $100k ACV at 118-120% saas-capital.com ↗
  2. SaaS CapitalWhat is a Good Retention Rate for a Private SaaS Company (2025 update) · 2025 · n=1,000+ private B2B SaaS companies ACV $25-50k: median NRR 102%, top quartile 111%, bottom quartile 97%; NRR rises with ACV saas-capital.com ↗
  3. KeyBanc Capital Markets and Sapphire Ventures15th Annual Private SaaS Company Survey · 2024 · n=104, median $26M ARR Net retention ~101%, stable sapphireventures.com ↗
  4. KeyBanc Capital Markets and Sapphire Ventures16th Annual Private Company SaaS Survey · 2025 · n=100+ NRR remained above 100% through 2025 with modest improvement expected sapphireventures.com ↗
  5. Benchmarkit2025 SaaS Performance Metrics Report · 2025 · annual survey (900+ companies in prior editions) NRR benchmarks filterable by ACV; NRR most correlated with ACV among company attributes benchmarkit.ai ↗
  6. ChartMogulSaaS Retention Report: The New Normal for SaaS · 2024 · n=2,500+ SaaS businesses (billing data) NRR is the key 2024 metric; retention and expansion now carry growth as new business slowed chartmogul.com ↗
  7. ICONIQ GrowthState of Software 2025: Rethinking the Playbook · 2025 · ~75 portfolio companies (quarterly data) + 77 public software companies Net dollar retention settling into a healthy ~110-120% range for their growth-stage universe iconiq.com ↗
  8. McKinseySaaS and the Rule of 40 · 2021 · 40 public B2B SaaS companies analyzed Public companies with NRR 120%+ traded at median 21x EV/revenue vs 9x below that mark mckinsey.com ↗
  9. High Alpha and OpenView2024 SaaS Benchmarks Report · 2024 · n=800+ companies Public SaaS NDR steady at 110% for three quarters after declines from 2022 highs highalpha.com ↗