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DeepSeek-V4-Pro vs GPT-6.1 Sol: Price, Context, Access

DeepSeek-V4-Pro is DeepSeek's largest model, a 1.6T-parameter mixture-of-experts with open MIT-licensed weights and a 1M-token context. GPT-6.1 Sol is OpenAI's closed mid-tier model, which accepts images as well as text and aims for near GPT-6 Astra results on coding and professional work.

The short answer

Pick DeepSeek-V4-Pro if you want open weights, lower token prices and a free chat app for text-only reasoning and coding. Pick GPT-6.1 Sol if you need image input, OpenAI's tooling such as Codex and ChatGPT Work, or an ultrafast speed tier.

Side by sideDeepSeek-V4-Pro vs GPT-6.1 Sol

DeepSeek-V4-ProGPT-6.1 Sol
ProviderDeepSeekOpenAI
ReleasedApr 24, 2026Sep 29, 2026
Context window1M1.05M
API pricedeepseek-v4-pro per 1M tokens: input cache hit $0.022 off-peak / $0.044 peak; input cache miss $0.66 off-peak / $1.32 peak; output $1.98 off-peak / $3.96 peak$2 / 1M input tokens, $0.10 / 1M cached input tokens, $10 / 1M output tokens
Open weightsYesNo
Consumer accessAvailable in the DeepSeek app and on the web (chat.deepseek.com), free to useChatGPT Work and Codex for Plus, Pro, Business, Enterprise and Edu at launch (not initially in the standard Chat mode)
Best forHard reasoning, coding and agentic tasks at a fraction of US frontier-model prices.Complex coding, computer use and professional tasks you want near-Astra quality on at about one-fifth of Astra's token price.

Facts in this table come from the verified profile of each product.

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Key differences

API price
DeepSeek-V4-Pro

Per 1M tokens: cache-miss input $0.66 off-peak / $1.32 peak; output $1.98 off-peak / $3.96 peak.

GPT-6.1 Sol

$2 / 1M input tokens, $0.10 / 1M cached input tokens, $10 / 1M output tokens.

Context window
DeepSeek-V4-Pro

1M tokens.

GPT-6.1 Sol

1.05M tokens (922K max input, 128K max output).

Weights
DeepSeek-V4-Pro

Open, MIT-licensed; published weights are the April preview, not the current 0813 version.

GPT-6.1 Sol

Closed; available only through OpenAI.

Modalities
DeepSeek-V4-Pro

Text in, text out; no image input.

GPT-6.1 Sol

Text and image in, text out.

Reported benchmarks
DeepSeek-V4-Pro

SWE Verified 80.6, GPQA Diamond 90.1, Terminal Bench 2.1 87.9, HLE with tools 60.0.

GPT-6.1 Sol

DeepSWE v1.1 75.2%, OSWorld 2.0 71.4%, AutomationBench 31.7% (OpenAI-reported).

Consumer access
DeepSeek-V4-Pro

Free in the DeepSeek app and on the web.

GPT-6.1 Sol

ChatGPT Work and Codex for Plus, Pro, Business, Enterprise and Edu; not initially in standard Chat.

Limits
DeepSeek-V4-Pro

Text only; peak-hour API prices are double off-peak.

GPT-6.1 Sol

Tool calling requires the Responses API; some developers report over-refusals on allowed tasks.

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Choose DeepSeek-V4-Pro if…

  • You want open weights you can download under the MIT license.
  • You want lower per-token API prices, especially off-peak.
  • Your work is text-only reasoning, coding or agent tasks.
  • You want an API compatible with OpenAI and Anthropic formats.
Full profile →

Choose GPT-6.1 Sol if…

  • You need image input as well as text.
  • You already use Codex or ChatGPT Work on a paid plan.
  • You want an ultrafast speed tier in the API.
  • You need up to 128K output tokens per response.
Full profile →

Frequently asked questions

Is DeepSeek-V4-Pro cheaper than GPT-6.1 Sol?

Yes, on listed API prices. DeepSeek-V4-Pro costs $0.66 off-peak or $1.32 peak per 1M cache-miss input tokens and $1.98 or $3.96 per 1M output tokens. GPT-6.1 Sol costs $2 per 1M input tokens and $10 per 1M output tokens.

Which has the larger context window?

They are close. GPT-6.1 Sol lists 1.05M tokens, with up to 922K input and 128K output. DeepSeek-V4-Pro lists a 1M-token context.

Can I compare their benchmark scores directly?

Not directly. The two records report different tests: DeepSeek-V4-Pro lists SWE Verified, GPQA Diamond, Terminal Bench 2.1 and HLE with tools, while GPT-6.1 Sol lists OpenAI-reported DeepSWE v1.1, OSWorld 2.0 and AutomationBench scores.

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