# Racing to Sustain Jevons' Paradox > Source: > Published: 2026-08-04 00:00:00+00:00 There’s not enough AI. Jevons’ Paradox has been a hallmark of this era like Moore’s Law in chips. Will it fail early? We continue to be supply constrained, a sign of momentum & rapid adoption. — Sundar Pichai, Alphabet Q2 2026. [1] We will still not have enough capacity to meet all the demand we have in 2026, & I believe this dynamic will also be true in 2027 too. The demand we already have for 2028 is striking. — Andy Jassy, Amazon Q2 2026. [2] Blackwell sales are off the charts, & cloud GPUs are sold out. — Jensen Huang, NVIDIA Q1 FY2027. [3] So what happens if the price of AI doubles? They’re already increasing. Anthropic launched Fable 5 on July 24 at $50 per million output tokens, doubling Opus 5 & setting a new frontier ceiling. Google’s Gemini flagship climbed from $1.50 to $12 across four generations.[4](#fn:4) Or at least most are increasing. OpenAI cut GPT-5.6 Luna prices by 80% five days after Fable 5’s launch, either a market-capture push or a fundamental cost breakthrough.[5](#fn:5) The pitch so far from AI : Jevons’ paradox drives more consumption as prices fall. But prices are increasing. AI labs are betting on segmentation. As long as the value & mid-market frontiers absorb the workloads priced out of premium, total GPU-hours consumed keeps growing. Segmentation sustains Jevons. The premium tier costs 13x the value tier for a fifth more intelligence. The mid-market frontier is the new arrival : GPT-5.6 Sol & Kimi K3, delivering 96% of frontier intelligence at 40% of the cost.[6](#fn:6) 7 The value frontier runs from GLM-5.2 down to DeepSeek V4 Flash, offering 84% of the intelligence at 1 to 5% of the premium cost. As segmentation becomes the norm, routers become the strategic layer between buyer & model, the plumbing that lets an application shift a query to the right model. Routers will be internal to models, external in customers’ software, & in harnesses. The major labs each need entries in all three tiers, or they lose the router auction on price. Startups win by owning a single point on the frontier that a big lab cannot economically match. DeepSeek V4 Flash at $0.03 is the existence proof. All in furtherance of Jevons. - [Alphabet Q2 2026 earnings call, Sundar Pichai remarks](https://blog.google/company-news/inside-google/message-ceo/alphabet-earnings-q2-2026/), July 22, 2026.[↩︎](#fnref:1) - [Andy Jassy said Amazon will spend $220 billion this year and still won’t have enough capacity to meet demand](https://fortune.com/2026/07/30/andy-jassy-amazon-capex-demand-aws-pga-tour/), Fortune, July 30, 2026.[↩︎](#fnref:2) - [NVIDIA Q1 FY2027 earnings: revenue, EPS & outlook](https://intellectia.ai/blog/nvda-stock-earnings-analysis-may-2026), May 20, 2026.[↩︎](#fnref:3) - [AI Model Inflation](https://tomtunguz.com/ai-model-inflation/). Vendors are pivoting from share-taking subsidies to margin-taking pricing as capex hits records.[↩︎](#fnref:4) - GPT-5.6 pricing effective July 30, 2026 : Sol at $5/$30, Luna at $0.20/$1.20 per million tokens. [OpenAI GPT-5.6 price-performance frontier announcement](https://openai.com/index/advancing-the-price-performance-frontier-with-gpt-5-6/);[VentureBeat : OpenAI cuts GPT-5.6 Luna prices by 80%](https://venturebeat.com/technology/ai-price-wars-openai-cuts-gpt-5-6-luna-prices-by-80-as-model-competition-shifts-toward-cost).[↩︎](#fnref:5) - [Artificial Analysis Intelligence Index v4.1](https://artificialanalysis.ai/)accessed 2026-08-04.[↩︎](#fnref:6) - Mid-market average of GPT-5.6 Sol & Kimi K3 intelligence (58) versus premium average of Opus 5 & Fable 5 (60.5) = 96%. Cost ratio $1.05 / $2.75 = 38%. [↩︎](#fnref:7)