      cloudedjudgement.substack.com · 2026-04-10
      · 55d
    

Clouded Judgement: The Hidden Value in AI Orchestration (Harness) vs. Model Quality

The article argues that AI 'harness' (orchestration layer) quality drives 6x performance improvements independent of underlying model, challenging the industry's obsession with foundation models alone. It presents SaaS valuation multiples showing median EV/NTM revenue of 3.0x overall (9.9x for high-growth >22%), with median NRR of 109% and CAC payback of 33 months, while discussing Anthropic's new managed agents platform and the strategic build-vs-buy decision for founders.

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Metrics in this report

Anthropic Managed Agents Pricing

0.08dollars per session-hour

target

Runtime pricing for Claude managed agents plus standard Claude Platform token rates

CAC Payback Period

33months

median

Public SaaS companies

EV / NTM Revenue Multiple

3.0x

median

All public SaaS companies

EV / NTM Revenue Multiple

9.9x

median

High-growth SaaS (>22% NTM growth)

EV / NTM Revenue Multiple

4.8x

median

Mid-growth SaaS (15-22% NTM growth)

EV / NTM Revenue Multiple

2.3x

median

Low-growth SaaS (<15% NTM growth)

EV / NTM Revenue Multiple

16.2x

median

Top 5 highest-valued SaaS companies

FCF Margin

21percent

median

Public SaaS companies

G&A Spend

15percent

median

Public SaaS companies as % of revenue

Gross Margin

76percent

median

Public SaaS companies

LTM Growth Rate

15percent

median

Public SaaS companies

NTM Growth Rate

13percent

median

Public SaaS companies

Net Dollar Retention (NRR)

109percent

median

Public SaaS companies

Operating Margin

0percent

median

Public SaaS companies

R&D Spend

23percent

median

Public SaaS companies as % of revenue

Sales & Marketing Spend

35percent

median

Public SaaS companies as % of revenue