Model comparison
Amazon Nova Experimental Chat 10 20 vs Inkling
Inkling is the stronger model overall, scoring 44.1 to 42.1 on the Noometry Index.
Last verified . 17 shared benchmarks.
Summary
- They share 17 benchmarks with published results for both. Amazon Nova Experimental Chat 10 20 scores higher in 2 categories and Inkling in 6 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Inkling leads 55.1 to 38.5.
- Inkling has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Experimental Chat 10 20 | Inkling | |
|---|---|---|
| Provider | Amazon | Thinking Machines Lab |
| Noometry Index | 42.1 | 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 | 17 | 41 |
Sponsored placements are available on pages like this one. Advertise on Noometry
Category by category
Coding Amazon Nova Experimental Chat 10 20 leads
Amazon Nova Experimental Chat 10 20: 41.6 (#123), Inkling: 34.5 (#234)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Inkling |
|---|---|---|
| LMArena Coding | 1412 | 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 10 20: —, Inkling: 29.6 (#85)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Inkling |
|---|---|---|
| APEX-Agents | — | 33.8% |
| τ²-bench Banking | — | 25% |
Reasoning Inkling leads
Amazon Nova Experimental Chat 10 20: 28.4 (#106), Inkling: 40.4 (#56)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Inkling |
|---|---|---|
| LMArena Hard Prompts | 1396 | 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 10 20 leads
Amazon Nova Experimental Chat 10 20: 39.0 (#119), Inkling: 31.3 (#225)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Inkling |
|---|---|---|
| LMArena Math | 1425 | 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 10 20: 38.5 (#144), Inkling: 55.1 (#49)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Inkling |
|---|---|---|
| LMArena Expert | 1386 | 1465 |
| GPQA Diamond | — | 88.3% |
| SimpleQA Verified | — | 40.3% |
Multilingual Inkling leads
Amazon Nova Experimental Chat 10 20: 49.5 (#131), Inkling: 54.0 (#52)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Inkling |
|---|---|---|
| LMArena Non-English | 1372 | 1434 |
| LMArena Chinese | 1404 | 1490 |
| LMArena French | 1425 | 1458 |
| LMArena German | 1391 | 1446 |
| LMArena Japanese | 1360 | 1429 |
| LMArena Korean | 1324 | 1404 |
| LMArena Russian | 1371 | 1429 |
| LMArena Spanish | 1382 | 1448 |
Instruction Following Inkling leads
Amazon Nova Experimental Chat 10 20: 72.1 (#141), Inkling: 75.1 (#71)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Inkling |
|---|---|---|
| LMArena Instruction Following | 1365 | 1426 |
Long Context Inkling leads
Amazon Nova Experimental Chat 10 20: 41.7 (#133), Inkling: 43.8 (#86)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Inkling |
|---|---|---|
| LMArena Longer Query | 1370 | 1434 |
Writing & Preference Inkling leads
Amazon Nova Experimental Chat 10 20: 56.6 (#136), Inkling: 65.2 (#51)
| Benchmark | Amazon Nova Experimental Chat 10 20 | Inkling |
|---|---|---|
| LMArena Text | 1394 | 1441 |
| LMArena Creative Writing | 1318 | 1387 |
| LMArena Multi-Turn | 1364 | 1436 |
| EQ-Bench Creative Writing | — | 1611 |
| EQ-Bench 4 | — | 1226 |
Frequently asked questions
Is Amazon Nova Experimental Chat 10 20 better than Inkling?
Inkling is the stronger model overall, scoring 44.1 to 42.1 on the Noometry Index.
Is Amazon Nova Experimental Chat 10 20 or Inkling better for coding?
Amazon Nova Experimental Chat 10 20 scores higher on coding benchmarks: 41.6 versus 34.5 in the Noometry coding category.
How many benchmarks do Amazon Nova Experimental Chat 10 20 and Inkling share?
17 benchmarks have published results for both models. Amazon Nova Experimental Chat 10 20 has 17 scored results on Noometry and Inkling has 41.