06-reference

mostlymetrics finance real world report

2026-08-06·reference·source: Mostly Metrics·by CJ Gustafson
cfo-frameworkscapital-intensive-companiesfinance-metricssaas-vs-real-economyinvesting-thesis

Why this is in the vault

This is the substance release for the report teased 2026-07-30: CJ names the interview set as ten CFOs (Fanatics, Rivian, Spirit, 8 Sleep, CoreWeave, Locus Robotics, The North Face, and more) and lays out the report's actual five-problem framework, which the teaser withheld behind the signup gate.

The core argument

The 39-page report ("free," Typeform-gated) organizes capital-intensive-company finance around five problems that don't exist in SaaS: (1) cash spends most of its life as a physical object — working capital is a full-time job; (2) AP and AR are "barely related," and AR variability is "the manifestation of your business model"; (3) you don't control your own inputs — supply-chain dependency plus long product-development cycles create manufacturing-plant "productivity cliffs"; (4) sales tax is a physical-presence problem, not a software one; (5) nobody has built the metric for what you do — CJ cites Fanatics measuring time-to-doorstep and Locus Robotics measuring cost-per-pick as examples of bespoke, invented productivity metrics rather than borrowed SaaS ratios.

Mapping against Ray Data Co

The concrete new data point is problem 5: Fanatics and Locus Robotics didn't adapt an existing SaaS metric, they invented one native to their operation (time-to-doorstep, cost-per-pick) — direct evidence for RDCO's standing thesis that capital-intensive operators need bespoke operating metrics, not SaaS metrics repurposed. That corroborates rather than extends the 07-30 note's framing, but the "invent your own metric" instruction is sharper and more actionable than anything in the teaser.

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