Model comparison
Kimi K2.5 vs Step 3.7 Flash
Kimi K2.5 is the stronger model overall, scoring 47.8 to 36.5 on the Noometry Index. Step 3.7 Flash costs 2.2× less per token, which makes it the better buy when Kimi K2.5's lead doesn't matter for your workload.
Last verified . 5 shared benchmarks.
StepFunSummary
- They share 5 benchmarks with published results for both. Kimi K2.5 scores higher in 3 categories and Step 3.7 Flash in 0 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Kimi K2.5 leads 31.2 to 20.9.
- The biggest single-benchmark swing is NYT Connections (extended): 69.9% for Kimi K2.5 and 39.7% for Step 3.7 Flash.
- Step 3.7 Flash is cheaper at $0.18 / $1.11 per million input/output tokens, against $0.45 / $2.25 for Kimi K2.5.
- Kimi K2.5 accepts more context: 262K tokens versus 256K.
Side by side
| Kimi K2.5 | Step 3.7 Flash | |
|---|---|---|
| Provider | Moonshot AI | StepFun |
| Noometry Index | 47.8 | 36.5 |
| Released | 2026-01-27 | 2026-05-29 |
| Weights | Open | Open |
| Context window | 262K | 256K |
| Max output | 262K | 256K |
| Input $ / M tokens | $0.45 | $0.18 |
| Output $ / M tokens | $2.25 | $1.11 |
| Results tracked | 51 | 5 |
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Category by category
Coding Kimi K2.5 leads
Kimi K2.5: 48.7 (#48), Step 3.7 Flash: 39.4 (#147)
| Benchmark | Kimi K2.5 | Step 3.7 Flash |
|---|---|---|
| SciCode | 49% | 40% |
| ALE-Bench | 821.65 | 694.12 |
| SWE-bench Verified | 73.8% | — |
| SWE-bench Verified (bash only) | 70.8% | — |
| LMArena WebDev | 1436 | — |
| SWE-bench Multilingual | 67.3% | — |
| WeirdML | 45.6% | — |
| LMArena Coding | 1474 | — |
Agentic & Tool Use Not comparable
Kimi K2.5: 34.0 (#44), Step 3.7 Flash: —
| Benchmark | Kimi K2.5 | Step 3.7 Flash |
|---|---|---|
| Terminal-Bench | 43.2% | — |
| OSWorld | 63.3% | — |
| Vending-Bench 2 | 1,198 | — |
Reasoning Kimi K2.5 leads
Kimi K2.5: 31.2 (#74), Step 3.7 Flash: 20.9 (#211)
| Benchmark | Kimi K2.5 | Step 3.7 Flash |
|---|---|---|
| NYT Connections (extended) | 69.9% | 39.7% |
| CritPt | 3.1% | 2.3% |
| ARC-AGI-2 | 11.8% | — |
| SimpleBench | 46.8% | — |
| Kagi LLM Benchmark | 78.5% | — |
| ARC-AGI-1 | 65.3% | — |
| Chess Puzzles | 12% | — |
| EnigmaEval | 3.4% | — |
| Thematic Generalization | 69.4% | — |
| LMArena Hard Prompts | 1454 | — |
| Epoch Capabilities Index | 148.05 | — |
Math Kimi K2.5 leads
Kimi K2.5: 50.3 (#46), Step 3.7 Flash: 40.9 (#74)
| Benchmark | Kimi K2.5 | Step 3.7 Flash |
|---|---|---|
| MathArena Final-Answer Competitions | 62.3% | 68.5% |
| OTIS Mock AIME 2024-2025 | 92.2% | — |
| LMArena Math | 1470 | — |
| FrontierMath (Feb 2025 set) | 27.9% | — |
| FrontierMath Tier 4 (v1) | 4.2% | — |
Knowledge Not comparable
Kimi K2.5: 53.6 (#52), Step 3.7 Flash: —
| Benchmark | Kimi K2.5 | Step 3.7 Flash |
|---|---|---|
| GPQA Diamond | 87.6% | — |
| Humanity's Last Exam | 24.4% | — |
| SimpleQA Verified | 34.3% | — |
| Vectara Hallucination Rate | 14.2% | — |
| LMArena Expert | 1466 | — |
Multimodal Not comparable
Kimi K2.5: 40.4 (#37), Step 3.7 Flash: —
| Benchmark | Kimi K2.5 | Step 3.7 Flash |
|---|---|---|
| LMArena Vision | 1269 | — |
| LMArena Document | 1430 | — |
Multilingual Not comparable
Kimi K2.5: 54.1 (#50), Step 3.7 Flash: —
| Benchmark | Kimi K2.5 | Step 3.7 Flash |
|---|---|---|
| LMArena Non-English | 1433 | — |
| LMArena Chinese | 1495 | — |
| LMArena French | 1454 | — |
| LMArena German | 1441 | — |
| LMArena Japanese | 1422 | — |
| LMArena Korean | 1412 | — |
| LMArena Russian | 1436 | — |
| LMArena Spanish | 1450 | — |
Instruction Following Not comparable
Kimi K2.5: 75.5 (#60), Step 3.7 Flash: —
| Benchmark | Kimi K2.5 | Step 3.7 Flash |
|---|---|---|
| LMArena Instruction Following | 1431 | — |
Long Context Not comparable
Kimi K2.5: 52.1 (#7), Step 3.7 Flash: —
| Benchmark | Kimi K2.5 | Step 3.7 Flash |
|---|---|---|
| Fiction.LiveBench | 86.1% | — |
| CL-bench | 19.3% | — |
| CL-bench Life | 13.2% | — |
| LMArena Longer Query | 1445 | — |
Writing & Preference Not comparable
Kimi K2.5: 65.3 (#51), Step 3.7 Flash: —
| Benchmark | Kimi K2.5 | Step 3.7 Flash |
|---|---|---|
| LMArena Text | 1445 | — |
| LMArena Creative Writing | 1423 | — |
| EQ-Bench Creative Writing | 1579 | — |
| LMArena Multi-Turn | 1444 | — |
Frequently asked questions
Is Kimi K2.5 better than Step 3.7 Flash?
Kimi K2.5 is the stronger model overall, scoring 47.8 to 36.5 on the Noometry Index. Step 3.7 Flash costs 2.2× less per token, which makes it the better buy when Kimi K2.5's lead doesn't matter for your workload.
Which is cheaper, Kimi K2.5 or Step 3.7 Flash?
Step 3.7 Flash is cheaper. It lists at $0.18 per million input tokens and $1.11 per million output tokens; Kimi K2.5 lists at $0.45 and $2.25.
Is Kimi K2.5 or Step 3.7 Flash better for coding?
Kimi K2.5 scores higher on coding benchmarks: 48.7 versus 39.4 in the Noometry coding category.
Which has the bigger context window?
Kimi K2.5 does, with 262K tokens against 256K.
How many benchmarks do Kimi K2.5 and Step 3.7 Flash share?
5 benchmarks have published results for both models. Kimi K2.5 has 51 scored results on Noometry and Step 3.7 Flash has 5.