Kimi K2.6 vs MiniMax M2.7: 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; MiniMax M2.7 takes 0. MiniMax M2.7 costs 4.5× less per token ($0.9 vs $4.07 per 1M).
MiniMax M2.7 costs 4.5× less per token ($0.9 vs $4.07 per 1M).
Task by task
| Task area | Kimi K2.6 | MiniMax M2.7 | Winner |
|---|---|---|---|
| Chef / Home Cooking |
#7
/ 126
Strong
|
#124
/ 126
Weak
|
Kimi K2.6 |
| Customer Support |
#4
/ 113
Strong
|
#108
/ 113
Needs editing
|
Kimi K2.6 |
| Summarization & Meeting Notes |
#3
/ 110
Excellent
|
#104
/ 110
Strong
|
Kimi K2.6 |
| AI Strategy |
#19
/ 126
Strong
|
#119
/ 126
Usable
|
Kimi K2.6 |
| Coding |
#5
/ 115
Excellent
|
#105
/ 115
Usable
|
Kimi K2.6 |
| Executive Assistant |
#8
/ 112
Strong
|
#107
/ 112
Usable
|
Kimi K2.6 |
| Creative & Comedy | #11 / 110 | #108 / 110 | Kimi K2.6 |
| Sales |
#15
/ 110
Strong
|
#108
/ 110
Weak
|
Kimi K2.6 |
| Knowledge & Docs |
#22
/ 110
Strong
|
#108
/ 110
Weak
|
Kimi K2.6 |
| Frontend & Landing Pages |
#8
/ 109
Usable
|
#89
/ 109
Weak
|
Kimi K2.6 |
| Presentations & Decks |
#2
/ 110
Excellent
|
#83
/ 110
Strong
|
Kimi K2.6 |
| Research & Competitive Analysis |
#19
/ 110
Excellent
|
#96
/ 110
Needs editing
|
Kimi K2.6 |
| RAG, Safety & Grounding |
#18
/ 113
Excellent
|
#94
/ 113
Strong
|
Kimi K2.6 |
| Content & Brand |
#22
/ 124
Strong
|
#96
/ 124
Usable
|
Kimi K2.6 |
| Data & Analytics |
#23
/ 110
Excellent
|
#92
/ 110
Excellent
|
Kimi K2.6 |
| Investor & Pitch |
#1
/ 66
Strong
|
#66
/ 66
Weak
|
Kimi K2.6 |
| Training & Education |
#45
/ 110
Excellent
|
#106
/ 110
Usable
|
Kimi K2.6 |
| Translation & Localization |
#22
/ 110
Excellent
|
#82
/ 110
Excellent
|
Kimi K2.6 |
| Legal & HR |
#22
/ 110
Excellent
|
#81
/ 110
Strong
|
Kimi K2.6 |
| Landing Pages |
#21
/ 72
Strong
|
#68
/ 72
Needs editing
|
Kimi K2.6 |
| Structured Output |
#14
/ 113
Excellent
|
#33
/ 113
Excellent
|
Kimi K2.6 |
| Product & Project Management |
#53
/ 110
Strong
|
#64
/ 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.
Sales
Clinical discovery without over-promising (Discovery Call Prep)
“The response is exceptionally well-tailored to the scenario, perfectly capturing the required tone and constraints. It provides excellent, non-leading questions and a highly realistic approach to slow healthcare procurement without ever implying clinical outcomes. The only minor area for improvement is the sheer volume of questions provided, which slightly exceeds ideal listening design constraints.”
“The model completely failed the task by entering an infinite loop during its planning phase, repeating the same generic sentence structure hundreds of times until it hit the token limit. It never produced the requested discovery call prep.”
Frequently asked
Is Kimi K2.6 better than MiniMax M2.7?
Across 22 task areas we benchmarked, Kimi K2.6 ranks higher in 22 and MiniMax M2.7 in 0.
Which is cheaper, Kimi K2.6 or MiniMax M2.7?
MiniMax M2.7 costs 4.5× less per token ($0.9 vs $4.07 per 1M).
What is Kimi K2.6 better at?
Kimi K2.6 out-ranks MiniMax M2.7 at Chef / Home Cooking, Customer Support, Summarization & Meeting Notes.
More comparisons
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Prompt × model results
12 test cases · 3 evals