32 articles
Product AnalyticsA practical framework for selecting a north star metric that predicts retention, guides product decisions, and aligns teams around the outcome that matters most to your business.
PLGA systematic framework for defining, instrumenting, and optimizing the PLG activation metric — with templates, event schema examples, and stage-specific benchmarks.
Product AnalyticsA practical guide to designing product OKRs that connect product work to business outcomes through lead indicators, avoid the activity-based key result trap, and create measurable quarterly targets that guide squad decisions.
Unit EconomicsOptimizing CAC without gross margin context creates a dangerous illusion of acquisition efficiency. Discover how margin-adjusted CAC payback exposes the real unit economics picture — and why infrastructure-heavy SaaS is most at risk.
Competitive StrategyCategory leadership is one of the most consequential claims in SaaS strategy — and one of the most frequently asserted without evidence. Here is how to measure it objectively using share of search, analyst recognition, Win/Loss ratios, community density, and media velocity.
Growth StrategyEmotional pivots triggered by loud customers or investor pressure consume 3-6 months of runway without improving unit economics. Here's how to diagnose the real constraint before burning $150K-$300K on a premature direction change.
SaaS MetricsThe Growth Ceiling calculation produces different insights depending on your ARR stage. This guide shows how to apply the Growth Ceiling model stage by stage from $500K to $10M ARR — including the dominant constraints, the modeling variations, and what the numbers actually mean at each stage.
ExpansionHow to build usage forecasts that reliably predict NRR in consumption-based SaaS — covering leading indicators, cohort-based usage regression, the 90-day usage cliff signal, expansion timing benchmarks, and the distinction between capacity pricing and consumption pricing.
Competitive StrategyA rigorous framework for building Win/Loss analysis that boards and investors trust — covering data collection methodology, deal-level attribution, segment-level reporting, pipeline influence, and the metrics that tell your competitive story with authority.
AnalyticsHow to build, read, and act on retention cohort data segmented by customer type. SMB vs enterprise benchmarks, cohort decay curves, ICP cohorts, and the 3-step retention cohort audit.
SaaS MetricsThe Rule of X (Revenue Growth Rate × NRR) is the modern evolution of the Rule of 40 for high-NRR SaaS companies. Includes formula, worked example, benchmarks by stage, and how investors use it in 2024.
SaaS MetricsLearn the 7 revenue quality signals that separate durable ARR from vanity metrics. Covers NRR, logo concentration risk, cohort durability, and what high-quality ARR commands in valuation multiples.
AnalyticsLearn how to use product usage data to predict SaaS churn 30–60 days before cancellation — including the 6 key signals, a usage health score formula, and an intervention playbook that reduces churn by 25–40%.
Founder/OpsThe SaaS annual financial planning process from October through December — covering bottom-up headcount plans, top-down revenue models, three scenarios, budget ratios by ARR stage, and the 4 artifacts every plan must produce.
Founder/OpsThe definitive Series A SaaS readiness checklist — covering ARR, NRR, growth rate, ICP clarity, repeatable sales, and the 18 specific metrics investors verify before writing a $5M–$15M check.
Growth StrategyAnnual Contract Value (ACV), ARR, and TCV measure different things. Learn the exact formulas, the multi-year discount trap, and how ACV should drive your revenue forecast model.
Growth StrategyARR and MRR diverge in predictable ways that signal real business problems. Learn the contraction gap, the ARR trap, and how to read the spread between your metrics as a diagnostic instrument.
Growth StrategyBaremetrics vs ChartMogul: detailed comparison of pricing, features, integrations, cohort analysis, and who each is built for at $10K–$500K MRR.
Growth StrategyThe simple LTV formula ignores expansion revenue and understates true customer value by 40%+. Learn all 3 LTV formulas, when to use each, and how to segment LTV for accurate unit economics.
RetentionLogo churn and revenue churn tell different stories when account sizes vary. Learn the divergence scenarios, the dangerous inversion, and what investor-grade retention reporting actually requires.
Growth StrategyGo beyond the basic LTV:CAC health check. Learn the stage-specific benchmarks, how expansion revenue fundamentally changes your LTV calculation, and what investor-grade unit economics actually looks like.
Growth StrategySaaS Magic Number = net new ARR / prior quarter S&M spend. Learn the 0.75 floor, 2026 benchmarks by stage, and why PLG vs SLG vs hybrid produces dramatically different readings.
Growth StrategyThe SaaS Quick Ratio measures how many new dollars you add for every dollar you lose. Learn the 4x gate framework, stage-specific benchmarks, and why reducing contraction MRR beats reducing churn for improving the ratio.
ActivationB2B SaaS activation is more complex than consumer apps. Learn how to define activation milestones for multi-stakeholder products, measure time-to-value, and build a milestone-driven onboarding playbook.
RetentionLearn how to build a customer health score for your SaaS — the metrics, weighting models, and action triggers that predict churn before it happens.
RetentionMaster SaaS churn rate calculation with our complete guide. Learn the formulas for logo churn, revenue churn, and net churn — plus benchmarks and proven reduction strategies.
AcquisitionLearn how to calculate CAC payback period, understand what good looks like by segment, and discover strategies to reduce your payback period for faster SaaS growth.
ExpansionLearn how to calculate Net Revenue Retention (NRR), what good benchmarks look like, and how to build an expansion engine that drives NRR above 100% for sustainable SaaS growth.
Growth StrategyBuild a SaaS metrics dashboard that actually drives decisions. Learn which metrics matter, how to track them, and how to use dashboard data to grow faster.
RetentionLearn how to define, measure, and improve your SaaS activation rate. Discover proven activation frameworks and benchmarks to reduce early-stage churn and drive retention.
Growth StrategyMaster MRR tracking for your SaaS business. Learn the components of MRR, common calculation mistakes, and how to use MRR data to drive growth decisions.
Growth StrategyMaster SaaS unit economics. Learn how to calculate LTV, CAC, gross margin, and the key ratios that determine whether your SaaS business is building value or burning cash.