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Home / Compare / AI models / Kimi K3.1 Pro vs GLM-5.3

Kimi K3.1 Pro vs GLM-5.3

Official Kimi and GLM (Z.ai) API prices and LMArena scores, checked 2026-10-29. Add up to 2 more models to compare 4.

Verdict

GLM-5.3 costs less; Kimi K3.1 Pro wins more LMArena tasks.

GLM-5.3 is 1.4x cheaper on input and 2.3x cheaper on output. Kimi K3.1 Pro scores 26 points higher for coding. Across 1 shared LMArena task, Kimi K3.1 Pro leads 1 to 0. A medium month (20M input + 5M output tokens) costs $90 on Kimi K3.1 Pro and $50 on GLM-5.3.

  • Pick Kimi K3.1 Pro if you care most about coding (+26) or you reuse long prompts (cached input $0.20 vs $0.26).
  • Pick GLM-5.3 if you want the lower bill ($50 vs $90 for a medium month).
Sample month

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

Kimi K3.1 ProvsGLM-5.3
Price per 1M tokens
Input$2$1.40 (better)
Cached input$0.20 (better)$0.26
Output$10$4.40 (better)
Sample month, medium$90$50 (better)
Context
Context window1.05Mn/a
Quality (LMArena relative score, out of 100)
Coding57 (better)31
Chatn/a25
Creative writingn/a15
Roleplay and charactersn/a3
Reasoning and mathn/a42
Visionn/an/a
Long documentsn/an/a
Cheap bulk and agentsn/a47

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
GLM-5.3
Price per 1M tokens
Input$2$1.40
Cached input$0.20$0.26
Output$10$4.40
Blend 3:1$4$2.15
Sample month, medium$90$50
Context
Context window1.04858M tokensNot published
Quality (LMArena, out of 100)
Coding57/100 #6 of 5031/100 #20 of 50
ChatNot ranked25/100 #14 of 51
Creative writingNot ranked15/100 #13 of 51
Roleplay and charactersNot ranked3/100 #16 of 51
Reasoning and mathNot ranked42/100 #12 of 51
VisionNot rankedNot ranked
Long documentsNot rankedNot ranked
Cheap bulk and agentsNot ranked47/100 #22 of 34
Details
ProviderKimiGLM (Z.ai)
API model idkimi-k3.1-proglm-5.3
NotesFlat price across the 1M window. Cache writes cost $2 (5-minute) or $4 (1-hour).None
Sources
Last checked2026-10-292026-10-29
Official pricingKimi pricingGLM (Z.ai) 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), GLM-5.3 #20 of 50 (31/100)
  • Chat (Text Arena): Kimi K3.1 Pro not ranked, GLM-5.3 #14 of 51 (25/100)
  • Creative writing (Text Arena creative writing): Kimi K3.1 Pro not ranked, GLM-5.3 #13 of 51 (15/100)
  • Roleplay and characters (Text Arena multi-turn): Kimi K3.1 Pro not ranked, GLM-5.3 #16 of 51 (3/100)
  • Reasoning and math (Text Arena math): Kimi K3.1 Pro not ranked, GLM-5.3 #12 of 51 (42/100)
  • Vision (Vision Arena): Kimi K3.1 Pro not ranked, GLM-5.3 not ranked
  • Long documents (Document Arena): Kimi K3.1 Pro not ranked, GLM-5.3 not ranked
  • Cheap bulk and agents (Agent Arena): Kimi K3.1 Pro not ranked, GLM-5.3 #22 of 34 (47/100)

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. GLM-5.3 lists $1.40 input, $4.40 output, $0.26 cached input per 1M tokens on GLM (Z.ai) 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).

Sample monthly bill at list price, no caching: Light (2M input + 0.5M output tokens): $9 vs $5. Medium (20M input + 5M output tokens): $90 vs $50. Heavy (200M input + 50M output tokens): $900 vs $500.

FAQ

Is Kimi K3.1 Pro cheaper than GLM-5.3?

Kimi K3.1 Pro costs $2 input and $10 output per 1M tokens; GLM-5.3 costs $1.40 and $4.40. For a medium month (20M input + 5M output tokens) GLM-5.3 is cheaper: $50 vs $90.

Which is better for coding, Kimi K3.1 Pro or GLM-5.3?

On LMArena's Code Arena Kimi K3.1 Pro scores 57/100 (#6 of 50) and GLM-5.3 31/100 (#20 of 50), so Kimi K3.1 Pro is ahead by 26 points.

Which has the bigger context window?

Kimi K3.1 Pro: 1.04858M tokens. GLM-5.3: n/a.

How much do Kimi K3.1 Pro and GLM-5.3 cost per month?

Light (2M input + 0.5M output tokens): $9 vs $5. Medium (20M input + 5M output tokens): $90 vs $50. Heavy (200M input + 50M output tokens): $900 vs $500. 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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