Model comparison
Amazon Nova Experimental Chat 26 02 10 vs Inkling
Amazon Nova Experimental Chat 26 02 10 and Inkling score almost the same on the Noometry Index (44.5 vs 44.1), so choose on price, context window or the category you care about most.
Last verified . 12 shared benchmarks.
Summary
- They share 12 benchmarks with published results for both. Amazon Nova Experimental Chat 26 02 10 scores higher in 5 categories and Inkling in 3 categories; 5 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Inkling leads 55.1 to 42.3.
- Inkling has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Experimental Chat 26 02 10 | Inkling | |
|---|---|---|
| Provider | Amazon | Thinking Machines Lab |
| Noometry Index | 44.5 | 44.1 |
| Released | — | 2026-07-15 |
| Weights | Proprietary | Open |
| Context window | — | 66K |
| Max output | — | 66K |
| Input $ / M tokens | — | $1.87 |
| Output $ / M tokens | — | $4.68 |
| Results tracked | 12 | 41 |
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Category by category
Coding Amazon Nova Experimental Chat 26 02 10 leads
Amazon Nova Experimental Chat 26 02 10: 43.9 (#82), Inkling: 34.5 (#234)
| Benchmark | Amazon Nova Experimental Chat 26 02 10 | Inkling |
|---|---|---|
| LMArena Coding | 1483 | 1464 |
| FrontierCode | — | 14% |
| LMArena WebDev | — | 1413 |
| FrontierSWE | — | 4.1% |
| SciCode | — | 47% |
| WeirdML | — | 32.3% |
| ALE-Bench | — | 946 |
Agentic & Tool Use Not comparable
Amazon Nova Experimental Chat 26 02 10: —, Inkling: 29.6 (#85)
| Benchmark | Amazon Nova Experimental Chat 26 02 10 | Inkling |
|---|---|---|
| APEX-Agents | — | 33.8% |
| τ²-bench Banking | — | 25% |
Reasoning Inkling leads
Amazon Nova Experimental Chat 26 02 10: 30.1 (#86), Inkling: 40.4 (#56)
| Benchmark | Amazon Nova Experimental Chat 26 02 10 | Inkling |
|---|---|---|
| LMArena Hard Prompts | 1458 | 1451 |
| ARC-AGI-2 | — | 36.5% |
| SimpleBench | — | 50% |
| ARC-AGI-1 | — | 79.5% |
| CritPt | — | 5.4% |
| Chess Puzzles | — | 21% |
| DTBench | — | 87.5% |
| LMCA | — | 37.6% |
| Epoch Capabilities Index | — | 148.54 |
Math Amazon Nova Experimental Chat 26 02 10 leads
Amazon Nova Experimental Chat 26 02 10: 39.3 (#109), Inkling: 31.3 (#225)
| Benchmark | Amazon Nova Experimental Chat 26 02 10 | Inkling |
|---|---|---|
| LMArena Math | 1438 | 1479 |
| FrontierMath (Tiers 1-3) | — | 33.3% |
| FrontierMath Tier 4 | — | 4.9% |
| OTIS Mock AIME 2024-2025 | — | 88.9% |
| ProofBench | — | 0% |
Knowledge Inkling leads
Amazon Nova Experimental Chat 26 02 10: 42.3 (#97), Inkling: 55.1 (#49)
| Benchmark | Amazon Nova Experimental Chat 26 02 10 | Inkling |
|---|---|---|
| LMArena Expert | 1506 | 1465 |
| GPQA Diamond | — | 88.3% |
| SimpleQA Verified | — | 40.3% |
Multilingual Too close to call
Amazon Nova Experimental Chat 26 02 10: 54.0 (#50), Inkling: 54.0 (#52)
| Benchmark | Amazon Nova Experimental Chat 26 02 10 | Inkling |
|---|---|---|
| LMArena Non-English | 1434 | 1434 |
| LMArena Chinese | 1463 | 1490 |
| LMArena Russian | 1423 | 1429 |
| LMArena French | — | 1458 |
| LMArena German | — | 1446 |
| LMArena Japanese | — | 1429 |
| LMArena Korean | — | 1404 |
| LMArena Spanish | — | 1448 |
Instruction Following Too close to call
Amazon Nova Experimental Chat 26 02 10: 75.2 (#69), Inkling: 75.1 (#71)
| Benchmark | Amazon Nova Experimental Chat 26 02 10 | Inkling |
|---|---|---|
| LMArena Instruction Following | 1427 | 1426 |
Long Context Too close to call
Amazon Nova Experimental Chat 26 02 10: 44.0 (#77), Inkling: 43.8 (#86)
| Benchmark | Amazon Nova Experimental Chat 26 02 10 | Inkling |
|---|---|---|
| LMArena Longer Query | 1441 | 1434 |
Writing & Preference Inkling leads
Amazon Nova Experimental Chat 26 02 10: 61.8 (#84), Inkling: 65.2 (#51)
| Benchmark | Amazon Nova Experimental Chat 26 02 10 | Inkling |
|---|---|---|
| LMArena Text | 1448 | 1441 |
| LMArena Creative Writing | 1368 | 1387 |
| LMArena Multi-Turn | 1442 | 1436 |
| EQ-Bench Creative Writing | — | 1611 |
| EQ-Bench 4 | — | 1226 |
Frequently asked questions
Is Amazon Nova Experimental Chat 26 02 10 better than Inkling?
Amazon Nova Experimental Chat 26 02 10 and Inkling score almost the same on the Noometry Index (44.5 vs 44.1), so choose on price, context window or the category you care about most.
Is Amazon Nova Experimental Chat 26 02 10 or Inkling better for coding?
Amazon Nova Experimental Chat 26 02 10 scores higher on coding benchmarks: 43.9 versus 34.5 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 26 02 10 and Inkling share?
12 benchmarks have published results for both models. Amazon Nova Experimental Chat 26 02 10 has 12 scored results on Noometry and Inkling has 41.