Metrics spoke
SaaS Metrics in the AI Era
The classic SaaS metric stack still holds in 2026, but AI-native cost structures quietly break three of its numbers. When per-token inference cost sits in COGS, gross margin, LTV, and CAC payback can all read wrong unless you re-segment them. The stack did not get longer; it got two new lines and one segmentation discipline.
This cluster covers the metrics that survived, the ones that distort under usage-based cost, the new AI unit-economics measures worth tracking, and ACV-segmented benchmarks you can actually compare against. Contribution margin per customer, inference expense ratios, and the numbers a board reads before anything else.
7 teardowns · refreshed quarterly
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SaaS Metrics That Matter in the AI Era: What Changed, What Is New, and the Benchmarks Worth Tracking in 2026
Which SaaS metrics still matter in the AI era, which broke, and the new ones. Inference cost, contribution margin, and ACV-segmented 2026 benchmarks.
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- Head of Growth
How to Improve Your Rule of 40: An Operator's Lever-by-Lever Playbook
Rule of 40 too low? Here are the growth-efficiency and AI-driven margin levers that actually move it, sequenced by your growth-and-margin position, with 2026 numbers.
11 min · Jul 17, 2026 - Head of Growth
How to Build a SaaS Revenue Forecasting Model That Survives AI-Native Variance
Most SaaS revenue forecasting models break when AI-tool ROI is high-variance. Here is a driver-based model, a three-scenario band, and the AI-native lines to forecast separately in 2026.
11 min · Jul 7, 2026 - Growth
SaaS Magic Number, Explained: What's Healthy and How to Fix a Low One
The SaaS magic number is a sales-efficiency diagnostic. Here is the right formula, what reading is healthy (0.75 / 1.0+), and how to fix a low one. Sourced.
11 min · Jun 20, 2026 - Growth
Net Revenue Retention Benchmarks for SaaS 2026: Is Your NRR Actually Normal?
There is no single "good" NRR. Real 2026 net revenue retention benchmarks segmented by stage, ACV, and PLG vs sales-led, with named sources.
11 min · Jun 18, 2026 - Growth
LTV to CAC Ratio for SaaS: Why Your 3:1 Might Be Lying (and What a Healthy Ratio Actually Looks Like)
The 3:1 LTV/CAC rule is misleading most SaaS teams. Here is the gross-margin-adjusted formula, healthy benchmarks by stage and ACV, and how to fix a bad ratio.
11 min · Jun 16, 2026 - Head of Growth
SaaS Metrics Dashboard for Board Reporting: How to Build the One Your Board Actually Reads
Build a SaaS board dashboard that reads as a narrative, not a metric dump: which metrics your board actually reads, in what order, plus the AI-era COGS layer.
12 min · Jun 6, 2026
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