# Gemini 2.0 Flash-Lite vs Inkling

> Inkling is the stronger model overall, scoring 44.1 to 37.3 on the Noometry Index.

- Canonical page: https://noometry.com/compare/gemini-2-0-flash-lite-vs-inkling
- Last updated: 2026-10-10
- Shared benchmarks: 18

## Summary

- They share 18 benchmarks with published results for both. Gemini 2.0 Flash-Lite scores higher in 2 categories and Inkling in 6 categories; 7 gaps are clear of the uncertainty.
- The widest gap is in knowledge, where Inkling leads 55.2 to 34.6.
- The biggest single-benchmark swing is DTBench: 52.5% for Gemini 2.0 Flash-Lite and 87.5% for Inkling.
- Inkling has downloadable open weights; the other is API-only.

## Snapshot

| | Gemini 2.0 Flash-Lite | Inkling |
|---|---|---|
| Provider | Google | Thinking Machines Lab |
| Noometry Index | 37.3 | 44.1 |
| Rank | 189 | 75 |
| Context | — | 66K |
| Input $/M | — | $1.87 |
| Output $/M | — | $4.68 |
| Weights | Proprietary | Open |

## Coding

- Gemini 2.0 Flash-Lite: 37.4 (#181)
- Inkling: 34.1 (#229)

| Benchmark | Gemini 2.0 Flash-Lite | Inkling |
|---|---|---|
| LMArena Coding | 1322 | 1463 |
| FrontierCode | — | 14% |
| LMArena WebDev | — | 1412 |
| FrontierSWE | — | 4.1% |
| SciCode | — | 47% |
| WeirdML | — | 32.3% |
| LiveBench Coding | 47.1% | — |
| ALE-Bench | — | 946 |

## Agentic & Tool Use

- Gemini 2.0 Flash-Lite: —
- Inkling: 29.5 (#76)

| Benchmark | Gemini 2.0 Flash-Lite | Inkling |
|---|---|---|
| APEX-Agents | — | 33.8% |
| τ²-bench Banking | — | 25% |

## Reasoning

- Gemini 2.0 Flash-Lite: 21.2 (#203)
- Inkling: 40.6 (#48)

| Benchmark | Gemini 2.0 Flash-Lite | Inkling |
|---|---|---|
| LMArena Hard Prompts | 1324 | 1452 |
| DTBench | 52.5% | 87.5% |
| ARC-AGI-2 | — | 36.5% |
| SimpleBench | — | 50% |
| ARC-AGI-1 | — | 79.5% |
| CritPt | — | 5.4% |
| Chess Puzzles | — | 21% |
| LiveBench Reasoning | 50.1% | — |
| LiveBench Data Analysis | 65.5% | — |
| LMCA | — | 37.6% |
| Epoch Capabilities Index | — | 148.6 |
| ForecastBench | 57.1 | — |
| LiveBench | 54.3% | — |

## Math

- Gemini 2.0 Flash-Lite: 31.8 (#192)
- Inkling: 31.2 (#198)

| Benchmark | Gemini 2.0 Flash-Lite | Inkling |
|---|---|---|
| LMArena Math | 1309 | 1482 |
| FrontierMath (Tiers 1-3) | — | 33.3% |
| FrontierMath Tier 4 | — | 4.9% |
| OTIS Mock AIME 2024-2025 | — | 88.9% |
| ProofBench | — | 0% |
| Omni-MATH | 37.4% | — |
| LiveBench Math | 58.1% | — |

## Knowledge

- Gemini 2.0 Flash-Lite: 34.6 (#185)
- Inkling: 55.2 (#44)

| Benchmark | Gemini 2.0 Flash-Lite | Inkling |
|---|---|---|
| LMArena Expert | 1305 | 1468 |
| GPQA Diamond | — | 88.3% |
| SimpleQA Verified | — | 40.3% |
| MMLU-Pro | 72% | — |
| GPQA (HELM) | 50% | — |

## Multimodal

- Gemini 2.0 Flash-Lite: 30.6 (#103)
- Inkling: —

| Benchmark | Gemini 2.0 Flash-Lite | Inkling |
|---|---|---|
| LMArena Vision | 1100 | — |

## Multilingual

- Gemini 2.0 Flash-Lite: 46.2 (#156)
- Inkling: 54.2 (#49)

| Benchmark | Gemini 2.0 Flash-Lite | Inkling |
|---|---|---|
| LMArena Non-English | 1323 | 1434 |
| LMArena Chinese | 1339 | 1495 |
| LMArena French | 1346 | 1453 |
| LMArena German | 1306 | 1456 |
| LMArena Japanese | 1302 | 1428 |
| LMArena Korean | 1325 | 1401 |
| LMArena Russian | 1328 | 1430 |
| LMArena Spanish | 1313 | 1442 |

## Instruction Following

- Gemini 2.0 Flash-Lite: 70.6 (#158)
- Inkling: 75.3 (#65)

| Benchmark | Gemini 2.0 Flash-Lite | Inkling |
|---|---|---|
| LMArena Instruction Following | 1305 | 1427 |
| LiveBench Instruction Following | 78.3% | — |
| IFEval | 82.4% | — |

## Long Context

- Gemini 2.0 Flash-Lite: 40.1 (#155)
- Inkling: 43.9 (#79)

| Benchmark | Gemini 2.0 Flash-Lite | Inkling |
|---|---|---|
| LMArena Longer Query | 1321 | 1436 |

## Writing & Preference

- Gemini 2.0 Flash-Lite: 51.9 (#172)
- Inkling: 65.5 (#48)

| Benchmark | Gemini 2.0 Flash-Lite | Inkling |
|---|---|---|
| LMArena Text | 1330 | 1443 |
| LMArena Creative Writing | 1319 | 1390 |
| LMArena Multi-Turn | 1307 | 1436 |
| EQ-Bench Creative Writing | — | 1611 |
| WildBench | 79% | — |
| EQ-Bench 4 | — | 1226 |
| LiveBench Language | 34.3% | — |

## FAQ

### Is Gemini 2.0 Flash-Lite better than Inkling?

Inkling is the stronger model overall, scoring 44.1 to 37.3 on the Noometry Index.

### Is Gemini 2.0 Flash-Lite or Inkling better for coding?

Gemini 2.0 Flash-Lite scores higher on coding benchmarks: 37.4 versus 34.1 in the Noometry coding category.

### How many benchmarks do Gemini 2.0 Flash-Lite and Inkling share?

18 benchmarks have published results for both models. Gemini 2.0 Flash-Lite has 32 scored results on Noometry and Inkling has 41.