Model comparison

Kimi K2.5 Instant vs Step 3.7 Flash

Kimi K2.5 Instant is the stronger model overall, scoring 42.9 to 36.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

Kimi K2.5 Instant Moonshot AI

42.9

Rank #92 Confirmed

Step 3.7 Flash StepFun

36.5

Rank #207 Reported

Summary

  • The widest gap is in reasoning, where Kimi K2.5 Instant leads 28.5 to 20.9.

Side by side

Kimi K2.5 Instant and Step 3.7 Flash specifications
Kimi K2.5 InstantStep 3.7 Flash
ProviderMoonshot AIStepFun
Noometry Index42.936.5
Released—2026-05-29
WeightsOpenOpen
Context window—256K
Max output—256K
Input $ / M tokens—$0.18
Output $ / M tokens—$1.11
Results tracked185

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Category by category

Coding Kimi K2.5 Instant leads

Kimi K2.5 Instant: 42.3 (#95), Step 3.7 Flash: 39.4 (#147)

Coding benchmarks
BenchmarkKimi K2.5 InstantStep 3.7 Flash
LMArena WebDev1404—
SciCode—40%
LMArena Coding1483—
ALE-Bench—694.12

Reasoning Kimi K2.5 Instant leads

Kimi K2.5 Instant: 28.5 (#88), Step 3.7 Flash: 20.9 (#211)

Reasoning benchmarks
BenchmarkKimi K2.5 InstantStep 3.7 Flash
NYT Connections (extended)—39.7%
CritPt—2.3%
LMArena Hard Prompts1443—

Math Step 3.7 Flash leads

Kimi K2.5 Instant: 36.6 (#105), Step 3.7 Flash: 40.9 (#74)

Math benchmarks
BenchmarkKimi K2.5 InstantStep 3.7 Flash
MathArena Final-Answer Competitions—68.5%
LMArena Math1443—

Knowledge Not comparable

Kimi K2.5 Instant: 39.5 (#121), Step 3.7 Flash: —

Knowledge benchmarks
BenchmarkKimi K2.5 InstantStep 3.7 Flash
LMArena Expert1438—

Multimodal Not comparable

Kimi K2.5 Instant: 39.5 (#47), Step 3.7 Flash: —

Multimodal benchmarks
BenchmarkKimi K2.5 InstantStep 3.7 Flash
LMArena Vision1254—

Multilingual Not comparable

Kimi K2.5 Instant: 52.2 (#89), Step 3.7 Flash: —

Multilingual benchmarks
BenchmarkKimi K2.5 InstantStep 3.7 Flash
LMArena Non-English1406—
LMArena Chinese1450—
LMArena French1403—
LMArena German1413—
LMArena Korean1378—
LMArena Russian1404—
LMArena Spanish1448—

Instruction Following Not comparable

Kimi K2.5 Instant: 75.5 (#61), Step 3.7 Flash: —

Instruction Following benchmarks
BenchmarkKimi K2.5 InstantStep 3.7 Flash
LMArena Instruction Following1430—

Long Context Not comparable

Kimi K2.5 Instant: 43.8 (#82), Step 3.7 Flash: —

Long Context benchmarks
BenchmarkKimi K2.5 InstantStep 3.7 Flash
LMArena Longer Query1435—

Writing & Preference Not comparable

Kimi K2.5 Instant: 60.8 (#91), Step 3.7 Flash: —

Writing & Preference benchmarks
BenchmarkKimi K2.5 InstantStep 3.7 Flash
LMArena Text1420—
LMArena Creative Writing1379—
LMArena Multi-Turn1427—

Frequently asked questions

Is Kimi K2.5 Instant better than Step 3.7 Flash?

Kimi K2.5 Instant is the stronger model overall, scoring 42.9 to 36.5 on the Noometry Index.

Is Kimi K2.5 Instant or Step 3.7 Flash better for coding?

Kimi K2.5 Instant scores higher on coding benchmarks: 42.3 versus 39.4 in the Noometry coding category.

How many benchmarks do Kimi K2.5 Instant and Step 3.7 Flash share?

0 benchmarks have published results for both models. Kimi K2.5 Instant has 18 scored results on Noometry and Step 3.7 Flash has 5.

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