Model comparison

Kimi K2.5 vs Nova 2 Lite

Kimi K2.5 is the stronger model overall, scoring 48.1 to 39.7 on the Noometry Index.

Last verified . 18 shared benchmarks.

Kimi K2.5 Moonshot AI

48.1

Rank #57 Confirmed

Nova 2 Lite Amazon

39.7

Rank #161 Confirmed

Summary

  • They share 18 benchmarks with published results for both. Kimi K2.5 scores higher in 9 categories and Nova 2 Lite in 0 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in math, where Kimi K2.5 leads 51.8 to 37.5.
  • The biggest single-benchmark swing is Vectara Hallucination Rate: 14.2% for Kimi K2.5 and 5.1% for Nova 2 Lite.
  • Nova 2 Lite is cheaper at $0.30 / $2.50 per million input/output tokens, against $0.45 / $2.25 for Kimi K2.5.
  • Nova 2 Lite accepts more context: 1M tokens versus 262K.
  • Kimi K2.5 has downloadable open weights; the other is API-only.

Side by side

Kimi K2.5 and Nova 2 Lite specifications
Kimi K2.5Nova 2 Lite
ProviderMoonshot AIAmazon
Noometry Index48.139.7
Released2026-01-272025-12-01
WeightsOpenProprietary
Context window262K1M
Max output262K64K
Input $ / M tokens$0.45$0.30
Output $ / M tokens$2.25$2.50
Results tracked5119

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Category by category

Coding Kimi K2.5 leads

Kimi K2.5: 48.8 (#53), Nova 2 Lite: 40.7 (#134)

Coding benchmarks
BenchmarkKimi K2.5Nova 2 Lite
LMArena Coding14741385
SWE-bench Verified73.8%—
SWE-bench Verified (bash only)70.8%—
LMArena WebDev1437—
SWE-bench Multilingual67.3%—
SciCode49%—
WeirdML45.6%—
ALE-Bench821.65—

Agentic & Tool Use Kimi K2.5 leads

Kimi K2.5: 34.2 (#48), Nova 2 Lite: 24.1 (#121)

Agentic & Tool Use benchmarks
BenchmarkKimi K2.5Nova 2 Lite
Terminal-Bench43.2%—
Berkeley Function Calling Leaderboard—27.1%
OSWorld63.3%—
Vending-Bench 21,198—

Reasoning Kimi K2.5 leads

Kimi K2.5: 31.2 (#80), Nova 2 Lite: 27.5 (#118)

Reasoning benchmarks
BenchmarkKimi K2.5Nova 2 Lite
LMArena Hard Prompts14531364
ARC-AGI-211.8%—
SimpleBench46.8%—
Kagi LLM Benchmark78.5%—
NYT Connections (extended)69.9%—
ARC-AGI-165.3%—
CritPt3.1%—
Chess Puzzles12%—
EnigmaEval3.4%—
Thematic Generalization69.4%—
Epoch Capabilities Index148.03—

Math Kimi K2.5 leads

Kimi K2.5: 51.8 (#53), Nova 2 Lite: 37.5 (#156)

Math benchmarks
BenchmarkKimi K2.5Nova 2 Lite
LMArena Math14701359
MathArena Final-Answer Competitions62.3%—
OTIS Mock AIME 2024-202592.2%—
FrontierMath (Feb 2025 set)27.9%—
FrontierMath Tier 4 (v1)4.2%—

Knowledge Kimi K2.5 leads

Kimi K2.5: 53.6 (#56), Nova 2 Lite: 43.0 (#94)

Knowledge benchmarks
BenchmarkKimi K2.5Nova 2 Lite
Vectara Hallucination Rate14.2%5.1%
LMArena Expert14661358
GPQA Diamond87.6%—
Humanity's Last Exam24.4%—
SimpleQA Verified34.3%—

Multimodal Not comparable

Kimi K2.5: 41.1 (#39), Nova 2 Lite: —

Multimodal benchmarks
BenchmarkKimi K2.5Nova 2 Lite
LMArena Vision1269—
LMArena Document1430—

Multilingual Kimi K2.5 leads

Kimi K2.5: 53.9 (#53), Nova 2 Lite: 47.1 (#153)

Multilingual benchmarks
BenchmarkKimi K2.5Nova 2 Lite
LMArena Non-English14331337
LMArena Chinese14951364
LMArena French14541381
LMArena German14411343
LMArena Japanese14211271
LMArena Korean14101284
LMArena Russian14351343
LMArena Spanish14501373

Instruction Following Kimi K2.5 leads

Kimi K2.5: 75.3 (#64), Nova 2 Lite: 70.5 (#161)

Instruction Following benchmarks
BenchmarkKimi K2.5Nova 2 Lite
LMArena Instruction Following14311335

Long Context Kimi K2.5 leads

Kimi K2.5: 52.1 (#7), Nova 2 Lite: 40.6 (#150)

Long Context benchmarks
BenchmarkKimi K2.5Nova 2 Lite
LMArena Longer Query14451335
Fiction.LiveBench86.1%—
CL-bench19.3%—
CL-bench Life13.2%—

Writing & Preference Kimi K2.5 leads

Kimi K2.5: 65.1 (#53), Nova 2 Lite: 53.9 (#154)

Writing & Preference benchmarks
BenchmarkKimi K2.5Nova 2 Lite
LMArena Text14451362
LMArena Creative Writing14231291
LMArena Multi-Turn14441338
EQ-Bench Creative Writing1579—

Frequently asked questions

Is Kimi K2.5 better than Nova 2 Lite?

Kimi K2.5 is the stronger model overall, scoring 48.1 to 39.7 on the Noometry Index.

Which is cheaper, Kimi K2.5 or Nova 2 Lite?

Nova 2 Lite is cheaper. It lists at $0.30 per million input tokens and $2.50 per million output tokens; Kimi K2.5 lists at $0.45 and $2.25.

Is Kimi K2.5 or Nova 2 Lite better for coding?

Kimi K2.5 scores higher on coding benchmarks: 48.8 versus 40.7 in the Noometry coding category.

Which has the bigger context window?

Nova 2 Lite does, with 1M tokens against 262K.

How many benchmarks do Kimi K2.5 and Nova 2 Lite share?

18 benchmarks have published results for both models. Kimi K2.5 has 51 scored results on Noometry and Nova 2 Lite has 19.

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