14 articles
RetentionHow AI-native SaaS companies navigate the tension between rising foundational model costs and customer price sensitivity at renewal — including cost pass-through structures, contractual protections, and pricing architecture that preserves NRR without triggering churn.
AI-Native SaaSHow inference costs create a growth ceiling for AI-native SaaS companies, why flat pricing accelerates the problem, and the architectural and pricing strategies that prevent inference costs from capping ARR growth.
AI-Native SaaSThe full cost of AI model observability for SaaS companies — logging, tracing, evaluation, annotation, and human review infrastructure — what it costs to run properly, and the minimum viable observability stack at each ARR stage.
AI-Native SaaSA gross margin comparison of RAG (retrieval-augmented generation) vs. fine-tuned models for AI-native SaaS products — the upfront and ongoing cost structures, the breakeven volume, and when each approach is the right margin decision.
AI-Native SaaSA decision framework for AI-native SaaS founders choosing between token-based and outcome-based pricing — what each model means for gross margin, CAC, churn, and expansion, with the criteria for choosing between them.
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.
PricingCalculate the true margin cost of discounting in SaaS — by segment, deal type, and discount depth. Includes the discount break-even formula, cohort LTV effects, and the metrics that reveal when your discount policy is destroying value.
PricingA head-to-head comparison of outcome-based and usage-based pricing for SaaS products, covering NRR, gross margin, sales cycle, billing complexity, and customer trust. For SaaS founders deciding which model fits their stage and product.
Finance & Unit EconomicsGross margin determines your valuation multiple more than growth rate at Series B and beyond. Learn the ceiling by ARR stage, what drives it, and how to engineer higher margins before your next raise.
Platform StrategyHow gross and net margin compare between SaaS platform businesses and pure product businesses at equivalent scale. The margin compression during ecosystem build-out, the inflection point, and the investor perspective on platform vs product valuation multiples.
Unit EconomicsSupport is the hidden margin killer in SMB SaaS. Learn how to calculate cost-per-ticket, cost-per-account, self-serve deflection economics, and why support costs must be included in LTV and CAC calculations.
Unit EconomicsFree trials feel free but carry real infrastructure, support, and conversion costs. This analysis calculates the true per-trial cost, shows how unconverted trials inflate CAC, and compares trial models on fully-loaded margin for SMB SaaS.
Unit EconomicsThe structural margin difference between self-serve and sales-assisted acquisition in SMB SaaS. CAC benchmarks, gross margin profiles, ACV thresholds, and how to model the hybrid motion.
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.