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Compare / head-to-head

DeepSeek V3vsKimi K2.7 Code

Kimi K2.7 Code leads 2 of 2 shared benchmarks. Kimi K2.7 Code has the larger context window (256K tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0 – 2
Kimi K2.7 Code leads
Cheaper per token
list price, input + output
Larger context
Kimi K2.7 Code
256K tokens
Provider uptime (30d)
100% · 100%
DeepSeek · Moonshot AI
DeepSeek V3
DeepSeek · released 2024-12-26
text
Context
128K
Max out
8K
Input /1M
Output /1M
Cached /1M
Scores
8 · 7 core
Kimi K2.7 Code
Moonshot AI · released 2026-06-12
textvision
Context
256K
Max out
Input /1M
Output /1M
Cached /1M
Scores
11 · 5 core
Quality

Benchmark matrix

BenchmarkDeepSeek V3Kimi K2.7 CodeΔEdge
Reported by both · 2
GPQA Diamond59.1% 87.9% epoch-28.8 ptKimi K2.7 Code
OTIS Mock AIME 2024-2025 (Epoch AI run)15.8% epoch95.6% epoch-79.8 ptKimi K2.7 Code
Only DeepSeek V3 reports · 5
SWE-bench Verified42% not reported
MMLU88.5% not reported
MMLU-Pro75.9% not reported
AIME 202525% matharenanot reported
LMArena Elo1332.4 not reported
Only Kimi K2.7 Code reports · 9
FrontierMath Tier 4 v2 (Epoch AI run)not reported12.2% epoch
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported54% epoch
Kimi Claw 24/7 Benchnot reported46.9%
Kimi Code Bench v2not reported62%
MCP-Atlasnot reported76%
MCPMark-Verifiednot reported81.1%
MLS-Bench-Litenot reported35.1%
ProgramBenchnot reported53.6%
SimpleQA Verifiednot reported36.5% epoch
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is DeepSeek V3 minus Kimi K2.7 Code in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecDeepSeek V3Kimi K2.7 CodeEdge
Context window128K tokens256K tokensKimi K2.7 Code
Max output8K tokens
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
Modalitiestexttext · visionKimi K2.7 Code
Released2024-12-262026-06-12
Cited benchmark scores811
Reliability

Provider status

All providers
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