ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Grok 4.20 (Reasoning) vs Kimi K2.6 vs Claude Sonnet 3.5 v2

Grok 4.20 (Reasoning) comes out ahead, 68 to 65 and 44 on our weighted score, and it is the cheaper option too.

  1. Our pick

    xAI

    Grok 4.20 (Reasoning)

    Released Mar 9, 2026

    68/100
    • ECI152.0
    • Price$1.25 / $2.50
    • Context1M
  2. Moonshot AI

    Kimi K2.6

    Released Apr 21, 2026

    65/100
    • ECI151.1
    • Price$0.95 / $4.00
    • Context262K
  3. Anthropic

    Claude Sonnet 3.5 v2

    Released Oct 22, 2024

    44/100
    • ECI133.5
    • Price$3.00 / $15.00
    • Context200K
01 — Verdict

Grok 4.20 (Reasoning) is our pick

Grok 4.20 (Reasoning) is the better all-round choice, scoring 68/100 against Kimi K2.6 (65) and Claude Sonnet 3.5 v2 (44). It leads on price and context window. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

  • CapabilityGrok 4.20 (Reasoning)Capabilities Index (ECI): Grok 4.20 (Reasoning) 152.0 · Kimi K2.6 151.1 · Claude Sonnet 3.5 v2 133.5
  • Lowest priceGrok 4.20 (Reasoning)Grok 4.20 (Reasoning) $1.56 · Kimi K2.6 $1.71 · Claude Sonnet 3.5 v2 $6.00 per 1M tokens (3:1 blend)
  • Longest contextGrok 4.20 (Reasoning)Grok 4.20 (Reasoning) 1,000,000 · Kimi K2.6 262,144 · Claude Sonnet 3.5 v2 200,000 tokens
  • Widest inputsSame inputsGrok 4.20 (Reasoning): Text, Images, PDFs · Kimi K2.6: Text, Images, Video · Claude Sonnet 3.5 v2: Text, Images, PDFs
  • Self-hostingKimi K2.6Publishes downloadable weights
How the score is built
MeasureWeightGrok 4.20 (Reasoning)Kimi K2.6Claude Sonnet 3.5 v2
CapabilityCapabilities Index (ECI)50%817957
Price25%413913
Inputs & features15%808060
Context window10%603732
Overall100%68/10065/10044/100
02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Grok 4.20 (Reasoning) vs Kimi K2.6 vs Claude Sonnet 3.5 v2 specifications side by side
SpecificationGrok 4.20 (Reasoning)xAIKimi K2.6Moonshot AIClaude Sonnet 3.5 v2Anthropic
Capability
Capabilities Index (ECI)152.0 (best)151.1133.5
ECI rank#41 of 148 (best)#45 of 148#119 of 148
GPQA DiamondGraduate-level science questions89.3%90.8% (best)55.3%
FrontierMath Tiers 1–3Research-level mathematics44.9%57.2% (best)—
OTIS Mock AIME 2024–2025Competition mathematics92.2%96.1% (best)8.5%
SWE-bench VerifiedFixing real GitHub issues—76.7%—
SimpleQA VerifiedShort factual questions30.2%34.9% (best)—
Price per million tokens
Input$1.25$0.95 (best)$3.00
Output$2.50 (best)$4.00$15.00
Cached input$0.20$0.16 (best)—
Blended (3:1)$1.56 (best)$1.71$6.00
Long-context rateOver 200K: $2.50 / $5.00Same rateSame rate
Price sourceOfficial xAI APIOfficial Moonshot AI APIMedian of 1 providers
Limits
Context window1,000,000 tokens (best)262,144 tokens200,000 tokens
Max output30,000 tokens262,144 tokens (best)8,192 tokens
Inputs and features
TextYesYesYes
ImagesYesYesYes
PDFsYesNoYes
AudioNoNoNo
VideoNoYesNo
ReasoningYesYesNo
Tool callingYesYesYes
Structured outputYesYesNo
Availability
WeightsProprietaryOpenProprietary
API model IDgrok-4.20-0309-reasoningkimi-k2.6—
API providers1146 (best)1
ReleasedMar 9, 2026Apr 21, 2026Oct 22, 2024
Knowledge cutoff—Jan 2025Apr 30, 2024
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Grok 4.20 (Reasoning)$17.50
  • Kimi K2.6$17.50
  • Claude Sonnet 3.5 v2$60.00
04 — Questions

Which should you choose?

Which is better: Grok 4.20 (Reasoning), Kimi K2.6 or Claude Sonnet 3.5 v2?

Grok 4.20 (Reasoning) is the better all-round choice, scoring 68/100 against Kimi K2.6 (65) and Claude Sonnet 3.5 v2 (44). It leads on price and context window. The score weighs capability 50%, price 25%, inputs & features 15%, context window 10%.

Which is cheaper, Grok 4.20 (Reasoning), Kimi K2.6 or Claude Sonnet 3.5 v2?

Grok 4.20 (Reasoning) is cheaper at $1.25 input / $2.50 output per million tokens (official xAI API price). Kimi K2.6 costs $0.95 input / $4.00 output per million tokens (official Moonshot AI API price); Claude Sonnet 3.5 v2 costs $3.00 input / $15.00 output per million tokens (median across 1 API provider). At a typical mix of three input tokens to one output token, that is $1.56 per million tokens for Grok 4.20 (Reasoning) versus $1.71 for Kimi K2.6 (1.1× as much) and $6.00 for Claude Sonnet 3.5 v2 (3.8× as much).

Which scores higher on benchmarks?

Grok 4.20 (Reasoning) scores higher on the Capabilities Index (ECI): Grok 4.20 (Reasoning) 152.0 (#41 of 148), Kimi K2.6 151.1 (#45 of 148) and Claude Sonnet 3.5 v2 133.5 (#119 of 148). The confidence ranges of the top two overlap (149.3–154.4 vs 149.1–152.8), so treat the gap as small. On individual benchmarks: GPQA Diamond — Kimi K2.6 90.8%, Grok 4.20 (Reasoning) 89.3%, Claude Sonnet 3.5 v2 55.3%; OTIS Mock AIME 2024–2025 — Kimi K2.6 96.1%, Grok 4.20 (Reasoning) 92.2%, Claude Sonnet 3.5 v2 8.5%.

Which is better for coding?

There are no published SWE-bench Verified results for Grok 4.20 (Reasoning) and Claude Sonnet 3.5 v2 yet, so there is no like-for-like coding score. On overall capability, Grok 4.20 (Reasoning) leads, which tends to carry over to coding, but test on your own codebase. All three support tool calling for agent workflows.

Which has the bigger context window?

Grok 4.20 (Reasoning) has the largest context window at 1,000,000 tokens, against 262,144 for Kimi K2.6 and 200,000 for Claude Sonnet 3.5 v2. Maximum output per response: Grok 4.20 (Reasoning) up to 30,000, Kimi K2.6 up to 262,144, Claude Sonnet 3.5 v2 up to 8,192 tokens.

Which can read images, PDFs, audio or video?

Grok 4.20 (Reasoning) accepts text, images and PDFs; Kimi K2.6 accepts text, images and video; Claude Sonnet 3.5 v2 accepts text, images and PDFs. They handle the same number of input types.

Are any of these open source?

Kimi K2.6 publishes its weights and can be self-hosted; Grok 4.20 (Reasoning) and Claude Sonnet 3.5 v2 is proprietary.

Which is newer?

Kimi K2.6 is the newest, released Apr 21, 2026. Grok 4.20 (Reasoning) came out Mar 9, 2026; Claude Sonnet 3.5 v2 came out Oct 22, 2024. Knowledge cutoff: Kimi K2.6 Jan 2025, Claude Sonnet 3.5 v2 Apr 30, 2024.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.