---
title: "AI token usage has grown 25-fold as mid-tier models close the gap on flagships"
url: https://www.parallelquant.com/posts/ai-token-usage-has-grown-25-fold-as-mid-tier-models-close-the-gap-on-fla-b03eb4
source_name: "Tom's Hardware"
source_url: https://www.tomshardware.com/tech-industry/artificial-intelligence/frontier-ai-faces-pricing-reckoning-as-token-volume-explodes-25-fold-mid-tier-models-deliver-90-percent-of-flagship-capability-at-one-sixth-the-cost
published: 2026-09-04T15:21:56.000Z
topics: ["llms", "products"]
publisher: "Parallel Quant"
---

# AI token usage has grown 25-fold as mid-tier models close the gap on flagships

*2026-09-04 · Source: [Tom's Hardware](https://www.tomshardware.com/tech-industry/artificial-intelligence/frontier-ai-faces-pricing-reckoning-as-token-volume-explodes-25-fold-mid-tier-models-deliver-90-percent-of-flagship-capability-at-one-sixth-the-cost)*

New data cited by Tom's Hardware shows token volume processed by frontier AI models has grown roughly 25-fold, even as mid-tier models now deliver about 90% of flagship-model capability at roughly one-sixth the cost. The report frames this as pushing AI developers toward a pricing reckoning, where cost efficiency matters as much as raw capability gains.

**Why it matters:** This tracks with the broader pattern this year of labs releasing cheaper, near-flagship models rather than only chasing bigger benchmarks. If mid-tier models keep closing the capability gap, pricing pressure will likely fall hardest on providers whose business model depends on charging a premium for flagship access.

**Topics:** llms, products

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Read the original: https://www.tomshardware.com/tech-industry/artificial-intelligence/frontier-ai-faces-pricing-reckoning-as-token-volume-explodes-25-fold-mid-tier-models-deliver-90-percent-of-flagship-capability-at-one-sixth-the-cost
Canonical: https://www.parallelquant.com/posts/ai-token-usage-has-grown-25-fold-as-mid-tier-models-close-the-gap-on-fla-b03eb4
Published by Parallel Quant — https://www.parallelquant.com