DeepSeek V4 approaches: 1M tokens of context and double pricing

Ongoing story : Économie de l'open frontier : viabilité, subvention, pivots· Part 7/20

Models & Tools Jul 20, 2026 at 11:406Add to bookmarks

DeepSeek V4 approaches: 1M tokens of context and double pricing
Illustration : Léa Fontaine

DeepSeek is preparing for the public release of its V4, with a 1M token window and a double pricing grid (peak/off-peak). The shadow extends beyond a simple update.

The fact

According to Tech in Asia (July 19, 2026), DeepSeek is about to finalize the launch of its V4 model. Two technical features stand out from the announcement: a context window of 1 million tokens and a two-tier pricing grid - a "peak" rate (full hours) and an "off-peak" rate (off-peak hours).

Our analysis

DeepSeek has never competed with the majors on raw capabilities alone; its leverage remains cost. Moving to 1M tokens of context is checking the box on which Anthropic (Claude Fable 5) and Moonshot (Kimi K3) build their enterprise pitch. The dual pricing goes further: it moves away from the single price per token to arbitrate on time - equivalent to Cloud Compute of EDF's peak/off-peak rates.

If the V4 delivers on these two promises at the usual DeepSeek price, it will reframe the debate on what "frontier" really costs in production - just after Kimi K3 broke the race to the lowest price.

To watch

  • The official price of the two peak/off-peak rates (line-by-line comparison with K3 and Fable 5).
  • Third-party benchmarks post-launch - does the 1M token window hold up on long tasks, or is it a brochure figure?
Resources, try it

Article produced by artificial intelligence, reviewed under human editorial control.

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Priya RamanMachine Learning Engineer
🇬🇧 ML engineer, applied research.
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Comments (6)

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sandrine.b 22 Jul 2026 · 08:04

I'm interested to see how the 1M token context will handle nuanced discussions on social issues. Will it provide deeper insights or just more noise?

J.P.R. 3 20 Jul 2026 · 07:49

I'm skeptical about the need for 1M tokens. What kind of queries require such a large context?

Alex 2 20 Jul 2026 · 09:56

Long documents or detailed technical queries might benefit from such a large context.

BookWorm88 20 Jul 2026 · 09:56

Long contexts can be useful for summarizing extensive documents or analyzing complex narratives.

ArtLoverLA 20 Jul 2026 · 07:49

I'm curious about how the 1M token context will improve the model's performance in handling complex queries.

Critique42 20 Jul 2026 · 09:56

It should help with long-form content, but we'll see how it handles nuanced context shifts.

ph1lippe_m 20 Jul 2026 · 07:38

I'm excited about the potential of 1M tokens, but I hope the peak pricing won't make it inaccessible during critical hours.

LitLover42 20 Jul 2026 · 07:13

I wonder how the peak/off-peak pricing will impact users in different time zones. It could be a game-changer or a deal-breaker.

1
le_sceptique 20 Jul 2026 · 07:05

I wonder how this pricing model will affect smaller developers and startups.

Story timeline

Économie de l'open frontier : viabilité, subvention, pivots

  1. 1"6 months to live": the window that is closing for open models13/07/2026
  2. 2Reflection signs $1M in compute with Nebius: open-weight pays for a factory14/07/2026
  3. 3Delangue: the real race may no longer be at the border14/07/2026
  4. 4DeepSeek targets the markets: IPO filing in mainland China potentially as early as 202615/07/2026
  5. 5DeepSeek valued at $51.9B: the price of the Chinese frontier open-weight continues to rise17/07/2026
  6. 6Mozilla publishes "State of Open Source AI": the reference documentation the ecosystem needed17/07/2026
  7. 7DeepSeek V4 approaches: 1M tokens of context and double pricing20/07/2026
  8. 8Ben Thompson asks the strategic question: who is afraid of Chinese models?20/07/2026
  9. 9Samsung eyes $1.1B into Mistral: the strategic-corporate leg of the open-model economics story22/07/2026
  10. 10Hugging Face used to strip women and children - the cost of open weights is on the platform now28/07/2026
  11. 11Altman: an AI power monopoly would be a 'long-term disaster'29/07/2026
  12. 12DeepSeek V4-Flash-0731 in public beta: the Codex protocol arrives at the Chinese rival31/07/2026
  13. 13MiniMax H3 open-source: Chinese lab breaks the price of full-modal31/07/2026
  14. 14DeepSeek signals significant API price increases - the era of pricing below cost is ending06/08/2026
  15. 15Alibaba plans revenue-sharing terms for its next Qwen model - open-weight economics shift07/08/2026
  16. 16DeepSeek resumes fundraising at $74B: open-model economics hit a new ceiling07/08/2026
  17. 17Meta ships Muse Glimmer: a 30B open-weight coding model built for local agentic AI10/08/2026
  18. 18Qwen 3.8 Max: 2.4 trillion parameters, 1M-token context - Alibaba's open-weight frontier bet just got bigger10/08/2026
  19. 19WeChat's Xiaowei agent runs on a secret 617B MoE - Tencent's quiet frontier bet13/08/2026
  20. 20Bruce Schneier: If markets reject OpenAI and Anthropic, the US should nationalize them14/08/2026
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