# Inkling vs Nova Premier 1.0

> Inkling is the stronger model overall, scoring 44.1 to 38.3 on the Noometry Index.

- Canonical page: https://noometry.com/compare/inkling-vs-nova-premier-1-0
- Last updated: 2026-10-11
- Shared benchmarks: 0

## Summary

- The widest gap is in knowledge, where Inkling leads 55.1 to 35.8.
- Inkling is cheaper at $1.87 / $4.68 per million input/output tokens, against $2.50 / $12.50 for Nova Premier 1.0.
- Nova Premier 1.0 accepts more context: 1M tokens versus 66K.
- Inkling has downloadable open weights; the other is API-only.

## Snapshot

| | Inkling | Nova Premier 1.0 |
|---|---|---|
| Provider | Thinking Machines Lab | Amazon |
| Noometry Index | 44.1 | 38.3 |
| Rank | 80 | 189 |
| Context | 66K | 1M |
| Input $/M | $1.87 | $2.50 |
| Output $/M | $4.68 | $12.50 |
| Weights | Open | Proprietary |

## Coding

- Inkling: 34.5 (#234)
- Nova Premier 1.0: —

| Benchmark | Inkling | Nova Premier 1.0 |
|---|---|---|
| FrontierCode | 14% | — |
| LMArena WebDev | 1413 | — |
| FrontierSWE | 4.1% | — |
| SciCode | 47% | — |
| WeirdML | 32.3% | — |
| LMArena Coding | 1464 | — |
| ALE-Bench | 946 | — |

## Agentic & Tool Use

- Inkling: 29.6 (#85)
- Nova Premier 1.0: —

| Benchmark | Inkling | Nova Premier 1.0 |
|---|---|---|
| APEX-Agents | 33.8% | — |
| τ²-bench Banking | 25% | — |

## Reasoning

- Inkling: 40.4 (#56)
- Nova Premier 1.0: 23.0 (#185)

| Benchmark | Inkling | Nova Premier 1.0 |
|---|---|---|
| ARC-AGI-2 | 36.5% | — |
| SimpleBench | 50% | — |
| Kagi LLM Benchmark | — | 44.8% |
| ARC-AGI-1 | 79.5% | — |
| CritPt | 5.4% | — |
| Chess Puzzles | 21% | — |
| LMArena Hard Prompts | 1451 | — |
| DTBench | 87.5% | — |
| LMCA | 37.6% | — |
| Epoch Capabilities Index | 148.54 | — |

## Math

- Inkling: 31.3 (#225)
- Nova Premier 1.0: 33.8 (#199)

| Benchmark | Inkling | Nova Premier 1.0 |
|---|---|---|
| FrontierMath (Tiers 1-3) | 33.3% | — |
| FrontierMath Tier 4 | 4.9% | — |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 0% | — |
| Omni-MATH | — | 35% |
| LMArena Math | 1479 | — |

## Knowledge

- Inkling: 55.1 (#49)
- Nova Premier 1.0: 35.8 (#180)

| Benchmark | Inkling | Nova Premier 1.0 |
|---|---|---|
| GPQA Diamond | 88.3% | — |
| SimpleQA Verified | 40.3% | — |
| MMLU-Pro | — | 72.6% |
| GPQA (HELM) | — | 51.8% |
| LMArena Expert | 1465 | — |

## Multilingual

- Inkling: 54.0 (#52)
- Nova Premier 1.0: —

| Benchmark | Inkling | Nova Premier 1.0 |
|---|---|---|
| LMArena Non-English | 1434 | — |
| LMArena Chinese | 1490 | — |
| LMArena French | 1458 | — |
| LMArena German | 1446 | — |
| LMArena Japanese | 1429 | — |
| LMArena Korean | 1404 | — |
| LMArena Russian | 1429 | — |
| LMArena Spanish | 1448 | — |

## Instruction Following

- Inkling: 75.1 (#71)
- Nova Premier 1.0: 66.8 (#204)

| Benchmark | Inkling | Nova Premier 1.0 |
|---|---|---|
| IFEval | — | 80.3% |
| LMArena Instruction Following | 1426 | — |

## Long Context

- Inkling: 43.8 (#86)
- Nova Premier 1.0: —

| Benchmark | Inkling | Nova Premier 1.0 |
|---|---|---|
| LMArena Longer Query | 1434 | — |

## Writing & Preference

- Inkling: 65.2 (#51)
- Nova Premier 1.0: 51.0 (#178)

| Benchmark | Inkling | Nova Premier 1.0 |
|---|---|---|
| LMArena Text | 1441 | — |
| LMArena Creative Writing | 1387 | — |
| EQ-Bench Creative Writing | 1611 | — |
| WildBench | — | 78.8% |
| EQ-Bench 4 | 1226 | — |
| LMArena Multi-Turn | 1436 | — |

## FAQ

### Is Inkling better than Nova Premier 1.0?

Inkling is the stronger model overall, scoring 44.1 to 38.3 on the Noometry Index.

### Which is cheaper, Inkling or Nova Premier 1.0?

Inkling is cheaper. It lists at $1.87 per million input tokens and $4.68 per million output tokens; Nova Premier 1.0 lists at $2.50 and $12.50.

### Which has the bigger context window?

Nova Premier 1.0 does, with 1M tokens against 66K.

### How many benchmarks do Inkling and Nova Premier 1.0 share?

0 benchmarks have published results for both models. Inkling has 41 scored results on Noometry and Nova Premier 1.0 has 6.