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# AI's Broken Pricing Models Leave Customers Guessing
- URL: https://adjacent.media/signals/ais-broken-pricing-models-leave-customers-guessing/
- Published: 2026-10-16T23:17:06.000Z
- Updated: 2026-10-16T23:17:06.000Z
- Description: SaaS companies built predictable revenue on flat subscriptions and usage tiers, but AI vendors are scrambling to monetize unpredictable compute costs—leading to deliberately opaque pricing that hides rate limits, token quotas, and quality degradation behind vague tier names like “Pro” and “Enterpris
- Author: Jonathan Greene
- Tags: #signal, theme-commerce, pricing models, subscription tiers, monetization strategy

Source: [Lenny's Newsletter](https://open.substack.com/pub/elenaverna/p/what-on-earth-is-going-on-with-ai)

SaaS companies built predictable revenue on flat subscriptions and usage tiers, but AI vendors are scrambling to monetize unpredictable compute costs—leading to deliberately opaque pricing that hides rate limits, token quotas, and quality degradation behind vague tier names like "Pro" and "Enterprise." Transparent pricing standards will eventually dominate; early winners will be vendors who stop treating their pricing page like a loyalty puzzle and embed cost signals directly into product experiences so users know exactly what they're paying for per query.