# Inkling vs Olmo 3 32b Think

> Inkling is the stronger model overall, scoring 44.1 to 38.7 on the Noometry Index.

- Canonical page: https://noometry.com/compare/inkling-vs-olmo-3-32b-think
- Last updated: 2026-10-10
- Shared benchmarks: 14

## Summary

- They share 14 benchmarks with published results for both. Inkling scores higher in 6 categories and Olmo 3 32b Think in 2 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Inkling leads 55.1 to 35.0.

## Snapshot

| | Inkling | Olmo 3 32b Think |
|---|---|---|
| Provider | Thinking Machines Lab | Allen Institute for AI (Ai2) |
| Noometry Index | 44.1 | 38.7 |
| Rank | 80 | 183 |
| Context | 66K | — |
| Input $/M | $1.87 | — |
| Output $/M | $4.68 | — |
| Weights | Open | Open |

## Coding

- Inkling: 34.5 (#234)
- Olmo 3 32b Think: 38.6 (#172)

| Benchmark | Inkling | Olmo 3 32b Think |
|---|---|---|
| LMArena Coding | 1464 | 1319 |
| FrontierCode | 14% | — |
| LMArena WebDev | 1413 | — |
| FrontierSWE | 4.1% | — |
| SciCode | 47% | — |
| WeirdML | 32.3% | — |
| ALE-Bench | 946 | — |

## Agentic & Tool Use

- Inkling: 29.6 (#85)
- Olmo 3 32b Think: —

| Benchmark | Inkling | Olmo 3 32b Think |
|---|---|---|
| APEX-Agents | 33.8% | — |
| τ²-bench Banking | 25% | — |

## Reasoning

- Inkling: 40.4 (#56)
- Olmo 3 32b Think: 25.9 (#140)

| Benchmark | Inkling | Olmo 3 32b Think |
|---|---|---|
| LMArena Hard Prompts | 1451 | 1302 |
| 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

- Inkling: 31.3 (#225)
- Olmo 3 32b Think: 36.5 (#165)

| Benchmark | Inkling | Olmo 3 32b Think |
|---|---|---|
| LMArena Math | 1479 | 1316 |
| FrontierMath (Tiers 1-3) | 33.3% | — |
| FrontierMath Tier 4 | 4.9% | — |
| OTIS Mock AIME 2024-2025 | 88.9% | — |
| ProofBench | 0% | — |

## Knowledge

- Inkling: 55.1 (#49)
- Olmo 3 32b Think: 35.0 (#190)

| Benchmark | Inkling | Olmo 3 32b Think |
|---|---|---|
| LMArena Expert | 1465 | 1273 |
| GPQA Diamond | 88.3% | — |
| SimpleQA Verified | 40.3% | — |

## Multilingual

- Inkling: 54.0 (#52)
- Olmo 3 32b Think: 41.2 (#210)

| Benchmark | Inkling | Olmo 3 32b Think |
|---|---|---|
| LMArena Non-English | 1434 | 1255 |
| LMArena Chinese | 1490 | 1300 |
| LMArena French | 1458 | 1291 |
| LMArena German | 1446 | 1290 |
| LMArena Russian | 1429 | 1254 |
| LMArena Japanese | 1429 | — |
| LMArena Korean | 1404 | — |
| LMArena Spanish | 1448 | — |

## Instruction Following

- Inkling: 75.1 (#71)
- Olmo 3 32b Think: 67.2 (#198)

| Benchmark | Inkling | Olmo 3 32b Think |
|---|---|---|
| LMArena Instruction Following | 1426 | 1275 |

## Long Context

- Inkling: 43.8 (#86)
- Olmo 3 32b Think: 39.4 (#182)

| Benchmark | Inkling | Olmo 3 32b Think |
|---|---|---|
| LMArena Longer Query | 1434 | 1296 |

## Writing & Preference

- Inkling: 65.2 (#51)
- Olmo 3 32b Think: 49.1 (#193)

| Benchmark | Inkling | Olmo 3 32b Think |
|---|---|---|
| LMArena Text | 1441 | 1300 |
| LMArena Creative Writing | 1387 | 1256 |
| LMArena Multi-Turn | 1436 | 1290 |
| EQ-Bench Creative Writing | 1611 | — |
| EQ-Bench 4 | 1226 | — |

## FAQ

### Is Inkling better than Olmo 3 32b Think?

Inkling is the stronger model overall, scoring 44.1 to 38.7 on the Noometry Index.

### Is Inkling or Olmo 3 32b Think better for coding?

Olmo 3 32b Think scores higher on coding benchmarks: 38.6 versus 34.5 in the Noometry coding category.

### How many benchmarks do Inkling and Olmo 3 32b Think share?

14 benchmarks have published results for both models. Inkling has 41 scored results on Noometry and Olmo 3 32b Think has 14.