# Gemini 3.1 Flash Lite vs Inkling-Small

> Inkling-Small is the stronger model overall, scoring 46.5 to 40.8 on the Noometry Index.

- Canonical page: https://noometry.com/compare/gemini-3-1-flash-lite-vs-inkling-small
- Last updated: 2026-10-10
- Shared benchmarks: 26

## Summary

- They share 26 benchmarks with published results for both. Gemini 3.1 Flash Lite scores higher in 3 categories and Inkling-Small in 6 categories; 6 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Inkling-Small leads 38.6 to 22.9.
- The biggest single-benchmark swing is FrontierMath (Tiers 1-3): 27.7% for Gemini 3.1 Flash Lite and 46.3% for Inkling-Small.
- Gemini 3.1 Flash Lite is cheaper at $0.25 / $1.50 per million input/output tokens, against $0.45 / $1.20 for Inkling-Small.
- Gemini 3.1 Flash Lite accepts more context: 1.05M tokens versus 524K.
- Inkling-Small has downloadable open weights; the other is API-only.

## Snapshot

| | Gemini 3.1 Flash Lite | Inkling-Small |
|---|---|---|
| Provider | Google | Thinking Machines Lab |
| Noometry Index | 40.8 | 46.5 |
| Rank | 144 | 63 |
| Context | 1.05M | 524K |
| Input $/M | $0.25 | $0.45 |
| Output $/M | $1.50 | $1.20 |
| Weights | Proprietary | Open |

## Coding

- Gemini 3.1 Flash Lite: 37.8 (#188)
- Inkling-Small: 43.6 (#85)

| Benchmark | Gemini 3.1 Flash Lite | Inkling-Small |
|---|---|---|
| LMArena WebDev | 1256 | 1409 |
| SciCode | 41.9% | 48.7% |
| LMArena Coding | 1400 | 1451 |
| WeirdML | 52.2% | — |
| ALE-Bench | 797.73 | — |

## Agentic & Tool Use

- Gemini 3.1 Flash Lite: 30.2 (#79)
- Inkling-Small: —

| Benchmark | Gemini 3.1 Flash Lite | Inkling-Small |
|---|---|---|
| DeepResearch Bench | 37.3% | — |

## Reasoning

- Gemini 3.1 Flash Lite: 22.9 (#186)
- Inkling-Small: 38.6 (#63)

| Benchmark | Gemini 3.1 Flash Lite | Inkling-Small |
|---|---|---|
| CritPt | 1.1% | 8.3% |
| Chess Puzzles | 25% | 18% |
| LMArena Hard Prompts | 1407 | 1423 |
| Epoch Capabilities Index | 144.47 | 150.15 |
| ARC-AGI-2 | — | 40.1% |
| Kagi LLM Benchmark | 67.2% | — |
| NYT Connections (extended) | 8.2% | — |
| ARC-AGI-1 | — | 84% |
| EnigmaEval | 3% | — |
| Thematic Generalization | 63.3% | — |
| Mystery Game Puzzles | — | 6% |
| DTBench | 76.8% | — |
| LMCA | 35% | — |
| ForecastBench | 54.4 | — |

## Math

- Gemini 3.1 Flash Lite: 40.7 (#90)
- Inkling-Small: 45.1 (#77)

| Benchmark | Gemini 3.1 Flash Lite | Inkling-Small |
|---|---|---|
| FrontierMath (Tiers 1-3) | 27.7% | 46.3% |
| OTIS Mock AIME 2024-2025 | 80% | 90% |
| LMArena Math | 1428 | 1459 |
| FrontierMath Tier 4 | — | 17.1% |
| ProofBench | — | 6% |

## Knowledge

- Gemini 3.1 Flash Lite: 41.9 (#104)
- Inkling-Small: 48.2 (#77)

| Benchmark | Gemini 3.1 Flash Lite | Inkling-Small |
|---|---|---|
| GPQA Diamond | 81.8% | 88.5% |
| LMArena Expert | 1398 | 1442 |
| Humanity's Last Exam | 8.6% | — |
| SimpleQA Verified | — | 19.1% |
| Vectara Hallucination Rate | 8.2% | — |

## Multimodal

- Gemini 3.1 Flash Lite: 39.4 (#60)
- Inkling-Small: 39.1 (#62)

| Benchmark | Gemini 3.1 Flash Lite | Inkling-Small |
|---|---|---|
| LMArena Vision | 1240 | 1235 |

## Multilingual

- Gemini 3.1 Flash Lite: 52.3 (#86)
- Inkling-Small: 51.7 (#104)

| Benchmark | Gemini 3.1 Flash Lite | Inkling-Small |
|---|---|---|
| LMArena Non-English | 1411 | 1402 |
| LMArena Chinese | 1461 | 1465 |
| LMArena French | 1424 | 1436 |
| LMArena German | 1429 | 1405 |
| LMArena Japanese | 1413 | 1405 |
| LMArena Korean | 1392 | 1363 |
| LMArena Russian | 1420 | 1391 |
| LMArena Spanish | 1421 | 1428 |

## Instruction Following

- Gemini 3.1 Flash Lite: 72.7 (#131)
- Inkling-Small: 73.8 (#114)

| Benchmark | Gemini 3.1 Flash Lite | Inkling-Small |
|---|---|---|
| LMArena Instruction Following | 1377 | 1399 |

## Long Context

- Gemini 3.1 Flash Lite: 42.5 (#122)
- Inkling-Small: 42.7 (#118)

| Benchmark | Gemini 3.1 Flash Lite | Inkling-Small |
|---|---|---|
| LMArena Longer Query | 1394 | 1401 |

## Writing & Preference

- Gemini 3.1 Flash Lite: 60.9 (#94)
- Inkling-Small: 59.6 (#107)

| Benchmark | Gemini 3.1 Flash Lite | Inkling-Small |
|---|---|---|
| LMArena Text | 1416 | 1414 |
| LMArena Creative Writing | 1401 | 1331 |
| LMArena Multi-Turn | 1417 | 1418 |
| EQ-Bench Creative Writing | — | 1491 |

## FAQ

### Is Gemini 3.1 Flash Lite better than Inkling-Small?

Inkling-Small is the stronger model overall, scoring 46.5 to 40.8 on the Noometry Index.

### Which is cheaper, Gemini 3.1 Flash Lite or Inkling-Small?

Gemini 3.1 Flash Lite is cheaper. It lists at $0.25 per million input tokens and $1.50 per million output tokens; Inkling-Small lists at $0.45 and $1.20.

### Is Gemini 3.1 Flash Lite or Inkling-Small better for coding?

Inkling-Small scores higher on coding benchmarks: 43.6 versus 37.8 in the Noometry coding category.

### Which has the bigger context window?

Gemini 3.1 Flash Lite does, with 1.05M tokens against 524K.

### How many benchmarks do Gemini 3.1 Flash Lite and Inkling-Small share?

26 benchmarks have published results for both models. Gemini 3.1 Flash Lite has 38 scored results on Noometry and Inkling-Small has 33.