---
title: "Call-volume #1 is not model #1."
url: https://wakenex.com/notes/call-volume-1-is-not-model-1/
language: en
type: note
section: "Systems Research"
published: 2026-10-26T16:16:29+07:00
author: "WAKENEX"
id: "note:call-volume-1-is-not-model-1"
x_post: https://x.com/AAwakened32198/status/2114647343371043137
alternate_language: https://wakenex.com/notes/call-volume-1-is-not-model-1/index.zh.md
license: "© WAKENEX. You may quote and summarise with attribution and a link to the canonical URL."
cite_as: "WAKENEX. \"Call-volume #1 is not model #1.\" wakenex.com, 2026-10-26. https://wakenex.com/notes/call-volume-1-is-not-model-1/"
---

# Call-volume #1 is not model #1.

**In one line:** Call-volume #1 measures cheap distribution, not capability.

**WAKENEX concept:** [Results alone don't prove capability](https://wakenex.com/concepts/results-dont-prove-capability/)

![A bright, sunlit scene: a huge blank, numberless circular gauge whose single needle is pinned hard to its maximum, forced there by a torrent of water gushing effortlessly through a wide-open, unguarded gate below it. Off to the side, a small trophy sits on a pedestal in soft shadow, untouched. Warm golden light against a deep teal sky, with one vivid orange glow along the pinned needle. On-image headline (Chinese): "Topping call volume is not topping as a model."](https://wakenex.com/assets/notes/call-volume-1-is-not-model-1/cover-1600.jpg?v=6953872ce5)
*Image: WAKENEX*

This week DeepSeek topped global AI-model call volume — but that metric measures whose tokens are cheapest and easiest to plug in, not whose model is strongest.

Per OpenRouter's weekly data published on October 26, DeepSeek's V4.1-Flash absorbed 33.6 trillion tokens in one week, up 801% from the week before, taking the global top spot. The free MiniMax M3.1 Flash jumped straight to third. All five highest-volume models worldwide are Chinese; Chinese models together handled 93.54 trillion tokens, beating the US for 26 straight weeks.

That is real distribution, but it answers a distribution question, not a capability one. What surged 801% is a cheap, fast Flash tier, and the third-place model is simply free: developers route huge volumes of low-value calls (batch jobs, an agent's sub-tasks) to the cheapest endpoint, so the token count takes off. Call volume tracks price and ease of access, not which model does the work best.

Reading "#1 in call volume" as "#1 in capability" treats a result as proof of ability. The same day, Moonshot's Kimi throttled and apologized after its sub-task calls burned through users' quota: usage bought with free tiers and subsidies evaporates first when a lab tightens pricing.

The upside for an individual: world-leading, low-cost, even free Chinese models are usable right now, real reachable leverage, so use it. But to judge which model is stronger, look at the result on your own real task, not the leaderboard.

What changes my mind: if these Flash endpoints return to normal pricing and their volume still holds high into late November, then usage was not just subsidy-bought distribution.

Research, not investment advice.

## Sources & notes

- [Primary source: thepaper.cn/newsDetail_forward_34333732](https://thepaper.cn/newsDetail_forward_34333732)

---
Cite as: WAKENEX. "Call-volume #1 is not model #1." wakenex.com, 2026-10-26. https://wakenex.com/notes/call-volume-1-is-not-model-1/

Web page: https://wakenex.com/notes/call-volume-1-is-not-model-1/