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xAI Grok 4.20 VS MoonshotAI Kimi K2.6

Grok 4.20 vs Kimi K2.6: which wins at real work?

22 task areas · same graded test runs · rank comparison only, so 0–100 and Elo collections never mix raw scores.

Kimi K2.6 wins 22 of 22 task areas we tested; Grok 4.20 takes 0. Grok 4.20 costs 1.1× less per token ($3.75 vs $4.07 per 1M).

0
Task areas won
22
30
Avg percentile
86
0
Top-3 finishes
3
$3.75
Price / 1M tokens
$4.07
xAI
Provider
MoonshotAI

Grok 4.20 costs 1.1× less per token ($3.75 vs $4.07 per 1M).

Task by task

Task area Grok 4.20 Kimi K2.6 Winner
Content & Brand #118 / 124
Needs editing
#22 / 124
Strong
Kimi K2.6
Chef / Home Cooking #100 / 126
Needs editing
#7 / 126
Strong
Kimi K2.6
Creative & Comedy #96 / 110 #11 / 110 Kimi K2.6
Summarization & Meeting Notes #85 / 110
Excellent
#3 / 110
Excellent
Kimi K2.6
Coding #86 / 115
Usable
#5 / 115
Excellent
Kimi K2.6
Data & Analytics #102 / 110
Excellent
#23 / 110
Excellent
Kimi K2.6
RAG, Safety & Grounding #96 / 113
Strong
#18 / 113
Excellent
Kimi K2.6
Translation & Localization #98 / 110
Strong
#22 / 110
Excellent
Kimi K2.6
Executive Assistant #83 / 112
Usable
#8 / 112
Strong
Kimi K2.6
Sales #85 / 110
Usable
#15 / 110
Strong
Kimi K2.6
Legal & HR #87 / 110
Strong
#22 / 110
Excellent
Kimi K2.6
Customer Support #68 / 113
Usable
#4 / 113
Strong
Kimi K2.6
Investor & Pitch #59 / 66
Usable
#1 / 66
Strong
Kimi K2.6
Knowledge & Docs #70 / 110
Usable
#22 / 110
Strong
Kimi K2.6
Landing Pages #66 / 72
Usable
#21 / 72
Strong
Kimi K2.6
Presentations & Decks #46 / 110
Excellent
#2 / 110
Excellent
Kimi K2.6
Training & Education #88 / 110
Strong
#45 / 110
Excellent
Kimi K2.6
AI Strategy #59 / 126
Strong
#19 / 126
Strong
Kimi K2.6
Structured Output #48 / 113
Excellent
#14 / 113
Excellent
Kimi K2.6
Research & Competitive Analysis #52 / 110
Usable
#19 / 110
Excellent
Kimi K2.6
Frontend & Landing Pages #15 / 109
Needs editing
#8 / 109
Usable
Kimi K2.6
Product & Project Management #56 / 110
Strong
#53 / 110
Strong
Kimi K2.6

Rank = position among every model config we tested in that task area (lower is better). Sorted by biggest gap first.

Same task, both models — judged

Both models answered the same test case; an independent judge graded each. Quotes are the judge's actual rationale.

RAG, Safety & Grounding

Answer only from context (Northwind) (Grounded Answer)
Grok 4.20 85/100

“The model correctly identified the go-live time and cited passage [1]. However, it failed to deduce that a 'read-only' integration means it does not write back to the TMS, incorrectly claiming the context lacked this information.”

Kimi K2.6 100/100

“The model perfectly answers the question using only the provided context, accurately citing the correct passage without adding any outside knowledge or hallucinating facts.”

Translation & Localization

Support reply with a false-friend trap (EN→German) (Business Translation)
Grok 4.20 55/100

“The model committed a major accuracy error by translating 'embarrassed' as 'verärgert' (angry/annoyed). While the model correctly identified that a literal translation of 'embarrassed' (like 'beschämt') might sound unnatural, its chosen alternative completely changes the meaning. A natural and accurate German customer support phrase would be 'Es ist uns sehr unangenehm' or 'Wir bedauern...'. The rest of the sentence is translated well and maintains the correct formal register.”

Kimi K2.6 100/100

“The translation is highly accurate, natural, and correctly handles the tricky word 'embarrassed' using the proper German dative construction. The register is appropriately formal for customer support, and the explanation provided by the model shows a deep understanding of the linguistic nuance.”

Frequently asked

Is Grok 4.20 better than Kimi K2.6?

Across 22 task areas we benchmarked, Kimi K2.6 ranks higher in 22 and Grok 4.20 in 0.

Which is cheaper, Grok 4.20 or Kimi K2.6?

Grok 4.20 costs 1.1× less per token ($3.75 vs $4.07 per 1M).

What is Kimi K2.6 better at?

Kimi K2.6 out-ranks Grok 4.20 at Content & Brand, Chef / Home Cooking, Creative & Comedy.

Full Grok 4.20 review → Full Kimi K2.6 review → Full model leaderboard →

More comparisons

This page is Spring Prompt, running in public

We just did this for every model. Do it for your prompt.

The rankings above come from running real tasks through real models and scoring every output. Spring Prompt is that same engine — pointed at your prompt, your test cases, and your definition of good.

  • Generate test cases from your prompt — no eval set required to start.
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  • Optimise the winner until the scores say it's ready to ship.
Experiment · Cold outreach email

Prompt × model results

12 test cases · 3 evals
Claude Opus
GPT-5
Gemini
v1
7.1
6.8
7.4
v2
8.3
7.9
8.0
v3
9.2
8.6
8.4
Best combo: v3 × Claude Opus
9.2 quality · $0.004/run · 1.8s