Model comparison
Inkling-Small vs Kimi K2.7 Code
Inkling-Small is the stronger model overall, scoring 46.5 to 43.3 on the Noometry Index.
Last verified . 10 shared benchmarks.
Summary
- They share 10 benchmarks with published results for both. Inkling-Small scores higher in 1 category and Kimi K2.7 Code in 3 categories; 2 gaps are clear of the uncertainty.
- The widest gap is in math, where Kimi K2.7 Code leads 52.9 to 45.1.
- The biggest single-benchmark swing is SimpleQA Verified: 19.1% for Inkling-Small and 36.5% for Kimi K2.7 Code.
- Inkling-Small is cheaper at $0.45 / $1.20 per million input/output tokens, against $0.95 / $4 for Kimi K2.7 Code.
- Inkling-Small accepts more context: 524K tokens versus 262K.
Side by side
| Inkling-Small | Kimi K2.7 Code | |
|---|---|---|
| Provider | Thinking Machines Lab | Moonshot AI |
| Noometry Index | 46.5 | 43.3 |
| Released | 2026-07-15 | 2026-06-12 |
| Weights | Open | Open |
| Context window | 524K | 262K |
| Max output | 1.05M | 262K |
| Input $ / M tokens | $0.45 | $0.95 |
| Output $ / M tokens | $1.20 | $4 |
| Results tracked | 33 | 19 |
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Category by category
Coding Too close to call
Inkling-Small: 43.6 (#85), Kimi K2.7 Code: 42.9 (#95)
| Benchmark | Inkling-Small | Kimi K2.7 Code |
|---|---|---|
| LMArena WebDev | 1409 | 1473 |
| SciCode | 48.7% | 47.5% |
| DeepSWE | — | 30.5% |
| FrontierCode | — | 30.1% |
| WeirdML | — | 54.1% |
| LMArena Coding | 1451 | — |
| ALE-Bench | — | 886.23 |
Agentic & Tool Use Not comparable
Inkling-Small: —, Kimi K2.7 Code: 24.0 (#122)
| Benchmark | Inkling-Small | Kimi K2.7 Code |
|---|---|---|
| APEX-Agents | — | 37.6% |
| GBAEval | — | 0.9% |
| Vending-Bench 2 | — | 5,083 |
Reasoning Too close to call
Inkling-Small: 38.6 (#63), Kimi K2.7 Code: 39.0 (#61)
| Benchmark | Inkling-Small | Kimi K2.7 Code |
|---|---|---|
| CritPt | 8.3% | 10% |
| Chess Puzzles | 18% | 21% |
| Epoch Capabilities Index | 150.15 | 149.97 |
| ARC-AGI-2 | 40.1% | — |
| SimpleBench | — | 57.9% |
| ARC-AGI-1 | 84% | — |
| LMArena Hard Prompts | 1423 | — |
| Mystery Game Puzzles | 6% | — |
| Surface Evolver Bench | — | 48.8% |
Math Kimi K2.7 Code leads
Inkling-Small: 45.1 (#77), Kimi K2.7 Code: 52.9 (#48)
| Benchmark | Inkling-Small | Kimi K2.7 Code |
|---|---|---|
| FrontierMath (Tiers 1-3) | 46.3% | 54% |
| FrontierMath Tier 4 | 17.1% | 12.2% |
| OTIS Mock AIME 2024-2025 | 90% | 95.6% |
| ProofBench | 6% | — |
| LMArena Math | 1459 | — |
Knowledge Kimi K2.7 Code leads
Inkling-Small: 48.2 (#77), Kimi K2.7 Code: 53.5 (#57)
| Benchmark | Inkling-Small | Kimi K2.7 Code |
|---|---|---|
| GPQA Diamond | 88.5% | 87.9% |
| SimpleQA Verified | 19.1% | 36.5% |
| LMArena Expert | 1442 | — |
Multimodal Not comparable
Inkling-Small: 39.1 (#62), Kimi K2.7 Code: —
| Benchmark | Inkling-Small | Kimi K2.7 Code |
|---|---|---|
| LMArena Vision | 1235 | — |
Multilingual Not comparable
Inkling-Small: 51.7 (#104), Kimi K2.7 Code: —
| Benchmark | Inkling-Small | Kimi K2.7 Code |
|---|---|---|
| LMArena Non-English | 1402 | — |
| LMArena Chinese | 1465 | — |
| LMArena French | 1436 | — |
| LMArena German | 1405 | — |
| LMArena Japanese | 1405 | — |
| LMArena Korean | 1363 | — |
| LMArena Russian | 1391 | — |
| LMArena Spanish | 1428 | — |
Instruction Following Not comparable
Inkling-Small: 73.8 (#114), Kimi K2.7 Code: —
| Benchmark | Inkling-Small | Kimi K2.7 Code |
|---|---|---|
| LMArena Instruction Following | 1399 | — |
Long Context Not comparable
Inkling-Small: 42.7 (#118), Kimi K2.7 Code: —
| Benchmark | Inkling-Small | Kimi K2.7 Code |
|---|---|---|
| LMArena Longer Query | 1401 | — |
Writing & Preference Not comparable
Inkling-Small: 59.6 (#107), Kimi K2.7 Code: —
| Benchmark | Inkling-Small | Kimi K2.7 Code |
|---|---|---|
| LMArena Text | 1414 | — |
| LMArena Creative Writing | 1331 | — |
| EQ-Bench Creative Writing | 1491 | — |
| LMArena Multi-Turn | 1418 | — |
Frequently asked questions
Is Inkling-Small better than Kimi K2.7 Code?
Inkling-Small is the stronger model overall, scoring 46.5 to 43.3 on the Noometry Index.
Which is cheaper, Inkling-Small or Kimi K2.7 Code?
Inkling-Small is cheaper. It lists at $0.45 per million input tokens and $1.20 per million output tokens; Kimi K2.7 Code lists at $0.95 and $4.
Is Inkling-Small or Kimi K2.7 Code better for coding?
They score almost the same on coding (43.6 vs 42.9); test both on your own repository before choosing.
Which has the bigger context window?
Inkling-Small does, with 524K tokens against 262K.
How many benchmarks do Inkling-Small and Kimi K2.7 Code share?
10 benchmarks have published results for both models. Inkling-Small has 33 scored results on Noometry and Kimi K2.7 Code has 19.