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Home / Compare / AI models / Kimi K3.1 Pro vs Claude Opus 5.5

Kimi K3.1 Pro vs Claude Opus 5.5

Official Kimi and Anthropic API prices and LMArena scores, checked 2026-10-29. Add up to 2 more models to compare 4.

Verdict

Kimi K3.1 Pro costs less; Claude Opus 5.5 wins more LMArena tasks.

Kimi K3.1 Pro is 2x cheaper on input and output. Claude Opus 5.5 scores 43 points higher for coding. Across 1 shared LMArena task, Claude Opus 5.5 leads 1 to 0. A medium month (20M input + 5M output tokens) costs $90 on Kimi K3.1 Pro and $180 on Claude Opus 5.5.

  • Pick Kimi K3.1 Pro if you want the lower bill ($90 vs $180 for a medium month).
  • Pick Claude Opus 5.5 if you care most about coding (+43).
Sample month

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

Kimi K3.1 ProvsClaude Opus 5.5
Price per 1M tokens
Input$2 (better)$4
Cached input$0.20$0.20
Output$10 (better)$20
Sample month, medium$90 (better)$180
Context
Context window1.05M (better)1M
Quality (LMArena relative score, out of 100)
Coding57100 (better)
Chatn/a78
Creative writingn/a100
Roleplay and charactersn/a37
Reasoning and mathn/a64
Visionn/a84
Long documentsn/an/a
Cheap bulk and agentsn/a100

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

Spec
Kimi K3.1 Pro
Claude Opus 5.5
Price per 1M tokens
Input$2$4
Cached input$0.20$0.20
Output$10$20
Blend 3:1$4$8
Sample month, medium$90$180
Context
Context window1.04858M tokens1M tokens
Quality (LMArena, out of 100)
Coding57/100 #6 of 50100/100 #1 of 50
ChatNot ranked78/100 #2 of 51
Creative writingNot ranked100/100 #1 of 51
Roleplay and charactersNot ranked37/100 #5 of 51
Reasoning and mathNot ranked64/100 #5 of 51
VisionNot ranked84/100 #3 of 33
Long documentsNot rankedNot ranked
Cheap bulk and agentsNot ranked100/100 #1 of 34
Details
ProviderKimiAnthropic
API model idkimi-k3.1-proclaude-opus-5.5
NotesFlat price across the 1M window. Cache writes cost $2 (5-minute) or $4 (1-hour).5-minute cache writes $5.
Sources
Last checked2026-10-292026-10-29
Official pricingKimi pricingAnthropic 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): Kimi K3.1 Pro #6 of 50 (57/100), Claude Opus 5.5 #1 of 50 (100/100)
  • Chat (Text Arena): Kimi K3.1 Pro not ranked, Claude Opus 5.5 #2 of 51 (78/100)
  • Creative writing (Text Arena creative writing): Kimi K3.1 Pro not ranked, Claude Opus 5.5 #1 of 51 (100/100)
  • Roleplay and characters (Text Arena multi-turn): Kimi K3.1 Pro not ranked, Claude Opus 5.5 #5 of 51 (37/100)
  • Reasoning and math (Text Arena math): Kimi K3.1 Pro not ranked, Claude Opus 5.5 #5 of 51 (64/100)
  • Vision (Vision Arena): Kimi K3.1 Pro not ranked, Claude Opus 5.5 #3 of 33 (84/100)
  • Long documents (Document Arena): Kimi K3.1 Pro not ranked, Claude Opus 5.5 not ranked
  • Cheap bulk and agents (Agent Arena): Kimi K3.1 Pro not ranked, Claude Opus 5.5 #1 of 34 (100/100)

Pricing details from the official pages

Kimi K3.1 Pro lists $2 input, $10 output, $0.20 cached input per 1M tokens on Kimi pricing. Claude Opus 5.5 lists $4 input, $20 output, $0.20 cached input per 1M tokens on Anthropic pricing. Prices checked 2026-10-29.

  • Kimi K3.1 Pro: Flat price across the 1M window. Cache writes cost $2 (5-minute) or $4 (1-hour).
  • Claude Opus 5.5: 5-minute cache writes $5.

Sample monthly bill at list price, no caching: Light (2M input + 0.5M output tokens): $9 vs $18. Medium (20M input + 5M output tokens): $90 vs $180. Heavy (200M input + 50M output tokens): $900 vs $1,800.

FAQ

Is Kimi K3.1 Pro cheaper than Claude Opus 5.5?

Kimi K3.1 Pro costs $2 input and $10 output per 1M tokens; Claude Opus 5.5 costs $4 and $20. For a medium month (20M input + 5M output tokens) Kimi K3.1 Pro is cheaper: $90 vs $180.

Which is better for coding, Kimi K3.1 Pro or Claude Opus 5.5?

On LMArena's Code Arena Kimi K3.1 Pro scores 57/100 (#6 of 50) and Claude Opus 5.5 100/100 (#1 of 50), so Claude Opus 5.5 is ahead by 43 points.

Which has the bigger context window?

Kimi K3.1 Pro: 1.04858M tokens. Claude Opus 5.5: 1M tokens.

How much do Kimi K3.1 Pro and Claude Opus 5.5 cost per month?

Light (2M input + 0.5M output tokens): $9 vs $18. Medium (20M input + 5M output tokens): $90 vs $180. Heavy (200M input + 50M output tokens): $900 vs $1,800. 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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