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Home / Compare / AI models / DeepSeek V4 Pro vs GPT-6.1 Sol

DeepSeek V4 Pro vs GPT-6.1 Sol

Official DeepSeek and OpenAI API prices and LMArena scores, checked 2026-10-18. Add up to 2 more models to compare 4.

Verdict

DeepSeek V4 Pro costs less; GPT-6.1 Sol wins more LMArena tasks.

DeepSeek V4 Pro is 1.5x cheaper on input and 2.5x cheaper on output. GPT-6.1 Sol scores 82 points higher for coding. Across 5 shared LMArena tasks, GPT-6.1 Sol leads 5 to 0. A medium month (20M input + 5M output tokens) costs $46.20 on DeepSeek V4 Pro and $90 on GPT-6.1 Sol.

  • Pick DeepSeek V4 Pro if you want the lower bill ($46.20 vs $90 for a medium month) or you reuse long prompts (cached input $0.044 vs $0.10).
  • Pick GPT-6.1 Sol if you care most about coding (+82), reasoning and math (+39) and chat (+30).
Sample month

Medium: 20M input + 5M output tokens a month at list price (short-context rate, no caching or batch discounts).

DeepSeek V4 ProvsGPT-6.1 Sol
Price per 1M tokens
Input$1.32 (better)$2
Cached input$0.044 (better)$0.10
Output$3.96 (better)$10
Sample month, medium$46.20 (better)$90
Context
Context window1M1.05M (better)
Quality (LMArena relative score, out of 100)
Coding082 (better)
Chat030 (better)
Creative writing218 (better)
Roleplay and characters115 (better)
Reasoning and math039 (better)
Visionn/a85
Long documentsn/an/a
Cheap bulk and agentsn/a84

Marked side is better: lower for prices, higher for context and scores. Bars are scaled to the larger of the two.

Spec
DeepSeek V4 Pro
GPT-6.1 Sol
Price per 1M tokens
Input$1.32$2
Cached input$0.044$0.10
Output$3.96$10
Blend 3:1$1.98$4
Sample month, medium$46.20$90
Context
Context window1M tokens1.05M tokens
Quality (LMArena, out of 100)
Coding0/100 #19 of 2382/100 #4 of 23
Chat0/100 #17 of 2530/100 #10 of 25
Creative writing2/100 #15 of 2518/100 #12 of 25
Roleplay and characters1/100 #14 of 2515/100 #11 of 25
Reasoning and math0/100 #18 of 2439/100 #12 of 24
VisionNot ranked85/100 #2 of 21
Long documentsNot rankedNot ranked
Cheap bulk and agentsNot ranked84/100 #4 of 23
Details
ProviderDeepSeekOpenAI
API model iddeepseek-v4-progpt-6.1-sol
NotesPeak rate. Off-peak is half price.Prompts up to 272K. Longer prompts cost $4 in, $15 out.
Sources
Last checked2026-10-182026-10-18
Official pricingDeepSeek pricingOpenAI pricing

API prices in USD per 1M tokens from each provider's official pricing page. Blend 3:1 = (3 x input + output) / 4. Sample month = stated input and output tokens at the list price, no caching. Quality: relative score out of 100 on each LMArena leaderboard (100 = top model we price on that board, n/a = not ranked there), data licensed CC BY 4.0. See how we pick.

Where each one ranks on LMArena

Relative score out of 100 on each leaderboard (100 = the top model we price there), with the rank among the models from our API price table that appear on that board.

  • Coding (Code Arena): DeepSeek V4 Pro #19 of 23 (0/100), GPT-6.1 Sol #4 of 23 (82/100)
  • Chat (Text Arena): DeepSeek V4 Pro #17 of 25 (0/100), GPT-6.1 Sol #10 of 25 (30/100)
  • Creative writing (Text Arena creative writing): DeepSeek V4 Pro #15 of 25 (2/100), GPT-6.1 Sol #12 of 25 (18/100)
  • Roleplay and characters (Text Arena multi-turn): DeepSeek V4 Pro #14 of 25 (1/100), GPT-6.1 Sol #11 of 25 (15/100)
  • Reasoning and math (Text Arena math): DeepSeek V4 Pro #18 of 24 (0/100), GPT-6.1 Sol #12 of 24 (39/100)
  • Vision (Vision Arena): DeepSeek V4 Pro not ranked, GPT-6.1 Sol #2 of 21 (85/100)
  • Long documents (Document Arena): DeepSeek V4 Pro not ranked, GPT-6.1 Sol not ranked
  • Cheap bulk and agents (Agent Arena): DeepSeek V4 Pro not ranked, GPT-6.1 Sol #4 of 23 (84/100)

Pricing details from the official pages

DeepSeek V4 Pro lists $1.32 input, $3.96 output, $0.044 cached input per 1M tokens on DeepSeek pricing. GPT-6.1 Sol lists $2 input, $10 output, $0.10 cached input per 1M tokens on OpenAI pricing. Prices checked 2026-10-18.

  • DeepSeek V4 Pro: Peak rate. Off-peak is half price.
  • GPT-6.1 Sol: Prompts up to 272K. Longer prompts cost $4 in, $15 out.

Sample monthly bill at list price, no caching: Light (2M input + 0.5M output tokens): $4.62 vs $9. Medium (20M input + 5M output tokens): $46.20 vs $90. Heavy (200M input + 50M output tokens): $462 vs $900.

FAQ

Is DeepSeek V4 Pro cheaper than GPT-6.1 Sol?

DeepSeek V4 Pro costs $1.32 input and $3.96 output per 1M tokens; GPT-6.1 Sol costs $2 and $10. For a medium month (20M input + 5M output tokens) DeepSeek V4 Pro is cheaper: $46.20 vs $90.

Which is better for coding, DeepSeek V4 Pro or GPT-6.1 Sol?

On LMArena's Code Arena DeepSeek V4 Pro scores 0/100 (#19 of 23) and GPT-6.1 Sol 82/100 (#4 of 23), so GPT-6.1 Sol is ahead by 82 points.

Which has the bigger context window?

DeepSeek V4 Pro: 1M tokens. GPT-6.1 Sol: 1.05M tokens. Long prompts can cost more; see the pricing notes above.

How much do DeepSeek V4 Pro and GPT-6.1 Sol cost per month?

Light (2M input + 0.5M output tokens): $4.62 vs $9. Medium (20M input + 5M output tokens): $46.20 vs $90. Heavy (200M input + 50M output tokens): $462 vs $900. Pick your own token counts in the plan vs API calculator.

Where do these numbers come from?

Prices come from each provider's official pricing page, checked daily. Quality is the relative score on the LMArena leaderboard dataset, licensed CC BY 4.0. Where a model is not ranked we show n/a.

Sources

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