Model comparison

Kimi K2 (Jul 2025) vs Solar Pro4

Kimi K2 (Jul 2025) and Solar Pro4 score almost the same on the Noometry Index (41.2 vs 42.1), so choose on price, context window or the category you care about most.

Last verified . 17 shared benchmarks.

Kimi K2 (Jul 2025) Moonshot AI

41.2

Rank #140 Confirmed

Solar Pro4 Upstage

42.1

Rank #121 Confirmed

Summary

  • They share 17 benchmarks with published results for both. Kimi K2 (Jul 2025) scores higher in 4 categories and Solar Pro4 in 4 categories; 6 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Kimi K2 (Jul 2025) leads 62.3 to 56.5.
  • Solar Pro4 is cheaper at $0.30 / $1.20 per million input/output tokens, against $0.57 / $2.30 for Kimi K2 (Jul 2025).
  • Solar Pro4 accepts more context: 524K tokens versus 262K.
  • Kimi K2 (Jul 2025) has downloadable open weights; the other is API-only.

Side by side

Kimi K2 (Jul 2025) and Solar Pro4 specifications
Kimi K2 (Jul 2025)Solar Pro4
ProviderMoonshot AIUpstage
Noometry Index41.242.1
Released2025-07-122026-08-06
WeightsOpenProprietary
Context window262K524K
Max output262K131K
Input $ / M tokens$0.57$0.30
Output $ / M tokens$2.30$1.20
Results tracked4218

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Category by category

Coding Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 42.4 (#102), Solar Pro4: 40.1 (#149)

Coding benchmarks
BenchmarkKimi K2 (Jul 2025)Solar Pro4
LMArena Coding13991437
SWE-bench Verified (bash only)63.4%—
Aider Polyglot59.1%—
LMArena WebDev—1371
GSO4.9%—
WeirdML42.8%—
ALE-Bench597.5—

Agentic & Tool Use Not comparable

Kimi K2 (Jul 2025): 32.4 (#64), Solar Pro4: —

Agentic & Tool Use benchmarks
BenchmarkKimi K2 (Jul 2025)Solar Pro4
Terminal-Bench35.7%—
Berkeley Function Calling Leaderboard59.1%—
METR Time Horizons59.2%—

Reasoning Solar Pro4 leads

Kimi K2 (Jul 2025): 23.3 (#179), Solar Pro4: 28.5 (#104)

Reasoning benchmarks
BenchmarkKimi K2 (Jul 2025)Solar Pro4
LMArena Hard Prompts13841399
SimpleBench26.3%—
Kagi LLM Benchmark64.4%—
Epoch Capabilities Index146.01—
ForecastBench60.2—

Math Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 42.7 (#83), Solar Pro4: 38.8 (#128)

Math benchmarks
BenchmarkKimi K2 (Jul 2025)Solar Pro4
LMArena Math13971416
Omni-MATH65.4%—
FrontierMath (Feb 2025 set)21.4%—
FrontierMath Tier 4 (v1)0%—

Knowledge Solar Pro4 leads

Kimi K2 (Jul 2025): 37.3 (#157), Solar Pro4: 39.8 (#129)

Knowledge benchmarks
BenchmarkKimi K2 (Jul 2025)Solar Pro4
LMArena Expert13651427
MMLU-Pro81.9%—
Confabulations20.4%—
Vectara Hallucination Rate17.9%—
GPQA (HELM)65.3%—

Multilingual Too close to call

Kimi K2 (Jul 2025): 49.6 (#130), Solar Pro4: 48.7 (#139)

Multilingual benchmarks
BenchmarkKimi K2 (Jul 2025)Solar Pro4
LMArena Non-English13721361
LMArena Chinese14151415
LMArena French13791397
LMArena German13871364
LMArena Japanese13491309
LMArena Korean13251382
LMArena Russian13851360
LMArena Spanish13861401

Instruction Following Solar Pro4 leads

Kimi K2 (Jul 2025): 71.1 (#156), Solar Pro4: 72.7 (#132)

Instruction Following benchmarks
BenchmarkKimi K2 (Jul 2025)Solar Pro4
LMArena Instruction Following13481377
IFEval85%—

Long Context Too close to call

Kimi K2 (Jul 2025): 41.2 (#145), Solar Pro4: 42.1 (#130)

Long Context benchmarks
BenchmarkKimi K2 (Jul 2025)Solar Pro4
LMArena Longer Query13531381
Fiction.LiveBench66.7%—
CL-bench17.6%—

Writing & Preference Kimi K2 (Jul 2025) leads

Kimi K2 (Jul 2025): 62.3 (#78), Solar Pro4: 56.5 (#138)

Writing & Preference benchmarks
BenchmarkKimi K2 (Jul 2025)Solar Pro4
LMArena Text13801386
LMArena Creative Writing13501316
LMArena Multi-Turn13711385
Short-Story Creative Writing85.6%—
EQ-Bench Creative Writing1666—
WildBench86.2%—

Frequently asked questions

Is Kimi K2 (Jul 2025) better than Solar Pro4?

Kimi K2 (Jul 2025) and Solar Pro4 score almost the same on the Noometry Index (41.2 vs 42.1), so choose on price, context window or the category you care about most.

Which is cheaper, Kimi K2 (Jul 2025) or Solar Pro4?

Solar Pro4 is cheaper. It lists at $0.30 per million input tokens and $1.20 per million output tokens; Kimi K2 (Jul 2025) lists at $0.57 and $2.30.

Is Kimi K2 (Jul 2025) or Solar Pro4 better for coding?

Kimi K2 (Jul 2025) scores higher on coding benchmarks: 42.4 versus 40.1 in the Noometry coding category.

Which has the bigger context window?

Solar Pro4 does, with 524K tokens against 262K.

How many benchmarks do Kimi K2 (Jul 2025) and Solar Pro4 share?

17 benchmarks have published results for both models. Kimi K2 (Jul 2025) has 42 scored results on Noometry and Solar Pro4 has 18.

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