Article

The AI COGS Problem: SaaS Gross Margin Compression

SaaS Mag · saasmag.com

What happens to margins if you keep SaaS pricing on AI costs, with the numbers.

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The question it answers

  1. How should I price AI features: per seat, per use, or per outcome?

Read with it

  1. The most complete framework for choosing between seat, usage, and outcome models. bvp.com Guide The AI pricing and monetization playbook Bessemer Venture Partners
  2. The updated founder edition with 2026 benchmarks, ready to share with your team. bvp.com Guide The AI pricing playbook for founders (PDF) Bessemer Venture Partners
  3. Real pricing pages of 40 AI startups decoded; pattern-match instead of guessing. growthunhinged.com Article The state of AI pricing at 40 leading startups Kyle Poyar (Growth Unhinged)
  4. The trend data: 2 in 5 software companies now run hybrid subscription-plus-credits pricing. growthunhinged.com Article What's changing with AI monetization Kyle Poyar (Growth Unhinged)
  5. Salesforce at $2 per conversation, Intercom at $0.99 per resolution: the new anchors in one list. substack.com Thread The most disruptive AI pricing models so far Kyle Poyar
  6. Proof that nobody's pricing is final: 3.6 changes per company among the top 500. substack.com Thread 1,800 pricing changes in 2025 Kyle Poyar
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