The Analyst's Path

Phase 5 · Industry and sector mastery · free

SaaS, Software & Marketplaces

M5.04 · 21,736 words

Write a piece of software once and the second copy costs nothing. Near-zero marginal cost is the physics under both playbooks here, and it produces the two best business models yet discovered plus their characteristic pathologies.

Learning objectives

By the end you can:

  1. Explain the subscription timing inversion from first principles: why a SaaS company that acquires customers profitably must report losses while it grows fast (CAC expensed today, revenue recognized over years), demonstrate it with a cohort table, and separate the profitable install base from the growth spend that hides it.
  2. Compute the full SaaS KPI panel from raw data: ARR/MRR and the ARR bridge, NRR/NDR and GRR, logo vs gross revenue churn, CAC payback (gross-margin-adjusted), LTV/CAC, magic number, Rule of 40, gross margin, S&M and R&D intensity. Classify each against its healthy/stress threshold (NRR ≥120% great / <90% leaky; CAC payback <12 months great; LTV/CAC >3×; magic number >0.75; Rule of 40 ≥40; gross margin 70–80%+).
  3. Audit ARR quality: rank recurring revenue on the quality hierarchy (contracted multi-year → annual prepaid → monthly auto-renew → annualized usage run-rate → rebadged services), and cross-examine any management ARR claim against the contract-anchored evidence: billings, deferred revenue, RPO and cRPO.
  4. Value software with discipline: use EV/Sales and EV/ARR growth-adjusted, build the margin-maturity bridge (today's revenue → steady-state FCF margin → mature multiple → discount back), and reverse today's multiple into the growth-and-margin path it implies.
  5. Explain what a marketplace actually sells, which is liquidity, and compute its panel: GMV and its decomposition (buyers × frequency × AOV), take rate and net revenue (with the agent-vs-principal accounting that separates them), match rate/time-to-fill, active buyers/sellers, cohort GMV retention, and contribution margin per transaction.
  6. Diagnose the three marketplace killers: disintermediation/leakage, multi-homing, and take-rate compression. Name the category features that predict each, and run the subsidy test that separates real GMV from bought GMV.
  7. Run both red-flag panels on live filings: for SaaS, NRR below 100%, billings/cRPO decelerating below reported ARR growth, CAC payback lengthening as growth slows, discount-bought ARR, Rule of 40 below 20; for marketplaces, leakage signatures, negative contribution margin defended as "investment," take-rate erosion, incentive-dependent cohorts.
  8. Deliver the module gate: one full SaaS workup and one full marketplace workup (timed, from data packs) plus the two-company mini-project, each graded against the keys and rubric below.

Prerequisites & connections

Builds on. M4.01 (business model anatomy) named subscription and marketplace/take-rate as two of the six revenue models; the week ahead industrializes both. M4.02 (unit economics) built CAC, LTV, payback, contribution margin, and cohort thinking from scratch. Here those tools stop being generic and acquire sector-standard definitions, thresholds, and filing locations. M1.06 gave you the 5-step revenue model (ASC 606 / IFRS 15 / Ind AS 115), deferred revenue and contract assets, and the gross-vs-net (principal-vs-agent) judgment. That single accounting judgment is why GMV is not revenue and why marketplace EV/Sales comparisons go wrong. M1.09's stock-based compensation machinery returns as the central honesty question in SaaS free cash flow. From Phase 2: FCF conversion and the CFO-vs-earnings reflexes (M2.04), and the shenanigans instinct (M2.06), because improper capitalization and metric games have SaaS-specific costumes. From Phase 3: relative valuation discipline (M3.06: a multiple is a compressed DCF), reverse-DCF (M3.05), and the Dark Side toolkit for high-growth money-losers (M3.10), applied here at sector scale. From Phase 4: network effects and switching costs (M4.04) and the market-share-stability test (M4.05) are the moat lenses that decide whether a marketplace's liquidity is defensible.

Feeds into. M5.05 (consumer, retail & e-commerce) reuses GMV, cohort, and CM1/CM2/CM3 machinery for inventory-led e-commerce, and the 1P/3P distinction you learn here is the bridge. Phase 8's rapid teardown uses these two panels as the "software" and "platform" branches of the sector triage: when the two-minute read says recurring software revenue or take-rate business, this is the checklist you run. The valuation sandbox's reverse-multiple challenges draw their SaaS cases from here. Competency C6 continues its certification: after this module you can be handed any software or platform company, India or US, and know which numbers to demand.


4.1 Two playbooks, one physics

Write a piece of software once and the second copy costs nothing. Near-zero marginal cost is the physics under both playbooks here, and it produces the two best business models yet discovered plus their characteristic pathologies.

This page is an excerpt

The full module runs to 21,736 words and carries the worked examples, the tables, the quiz that gates the next module and the spaced-repetition deck built from it. All of it is free and none of it needs an account.