# Gemini 3.1 Flash-Lite vs MiniMax M3

> Side-by-side benchmark comparison for Gemini 3.1 Flash-Lite and MiniMax M3 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gemini-3-1-flash-lite-vs-minimax-m3
- Last updated: October 15, 2026

- Shared sourced benchmarks: 5
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

MiniMax M3 leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- MiniMax M3 has the higher overall point estimate 54.94 to 47.07. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in multimodal & grounded, where the averages are 42 for Gemini 3.1 Flash-Lite and 61.5 for MiniMax M3.
- The biggest single benchmark swing is Terminal-Bench 2.1 (Vals) in Agentic, with scores of 34.1% and 53.6%.
- MiniMax M3 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | Gemini 3.1 Flash-Lite | MiniMax M3 |
|----------|----------|----------|
| Creator | Google | MiniMax |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | 1M | 1M |
| Overall Score | 47.07 | 54.94 |
| Benchmarks Covered | 11 | 27 |
| Pricing (input/output) | $0.25 / $1.50 | $0.30 / $1.20 |

## Category Breakdown

### Agentic

- Winner: Directional only
- Gemini 3.1 Flash-Lite public-lane score: 27.5 (Estimated · #99/126)
- MiniMax M3 public-lane score: 39.4 (Supported · #67/126)

| Benchmark | Gemini 3.1 Flash-Lite | MiniMax M3 | Winner |
|-----------|-----------|-----------|--------|
| Gert Labs | 38.46% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 34.1% | 53.6% | MiniMax M3 |
| Terminal-Bench 2.1 | Coming soon | 66.0% | Coming soon |
| BrowseComp | Coming soon | 83.5% | Coming soon |
| OSWorld-Verified | Coming soon | 70.1% | Coming soon |
| MCP Atlas | Coming soon | 74.2% | Coming soon |
| Claw-Eval | Coming soon | 74.5% | Coming soon |
| BankerToolBench | Coming soon | 76.1% | Coming soon |
| ResearchClawBench | Coming soon | 19.8% | Coming soon |
| OSWorld 2.0 | Coming soon | 4.6% | Coming soon |

### Coding

- Winner: Directional only
- Gemini 3.1 Flash-Lite public-lane score: 27.3 (Estimated · #100/149)
- MiniMax M3 public-lane score: 36.5 (Supported · #73/149)

| Benchmark | Gemini 3.1 Flash-Lite | MiniMax M3 | Winner |
|-----------|-----------|-----------|--------|
| Vibe Code Bench | 0.00% | Coming soon | Coming soon |
| LiveCodeBench (Vals) | 80.1% | 82.2% | MiniMax M3 |
| SWE-bench (Vals) | 62.8% | 75.0% | MiniMax M3 |
| SWE-bench Verified | Coming soon | 80.5% | Coming soon |
| SWE-bench Pro | Coming soon | 59% | Coming soon |
| Terminal-Bench 2.1 | Coming soon | 66.0% | Coming soon |
| NL2Repo | Coming soon | 42.1% | Coming soon |
| VIBE V2 | Coming soon | 50.1% | Coming soon |
| SVG-Bench | Coming soon | 63.7% | Coming soon |
| KernelBench Hard | Coming soon | 28.8% | Coming soon |
| OpenHarmony Bench | Coming soon | 48.4% | Coming soon |

### Reasoning

- Winner: Not comparable
- Gemini 3.1 Flash-Lite public-lane score: Coming soon
- MiniMax M3 public-lane score: 82.9 (#5/29)

| Benchmark | Gemini 3.1 Flash-Lite | MiniMax M3 | Winner |
|-----------|-----------|-----------|--------|
| JevBench 1.4 | 14.26 | Coming soon | Coming soon |
| JevBench 1.5 | 19.58 | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Not comparable
- Gemini 3.1 Flash-Lite public-lane score: 42 (Unranked · 1 rankable row)
- MiniMax M3 public-lane score: 61.5 (#43/54)

| Benchmark | Gemini 3.1 Flash-Lite | MiniMax M3 | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 73.2% | Coming soon | Coming soon |
| OfficeQA Pro | Coming soon | 45.1% | Coming soon |
| OmniDocBench 1.5 | Coming soon | 91.6% | Coming soon |
| MMMU-Pro | Coming soon | 78.1% | Coming soon |
| VideoMMMU | Coming soon | 84.6% | Coming soon |
| Video-MME (with subtitle) | Coming soon | 85.4% | Coming soon |

### Knowledge

- Winner: Directional only
- Gemini 3.1 Flash-Lite public-lane score: 46.9 (Estimated · #88/182)
- MiniMax M3 public-lane score: 49.6 (Supported · #81/182)

| Benchmark | Gemini 3.1 Flash-Lite | MiniMax M3 | Winner |
|-----------|-----------|-----------|--------|
| GPQA Diamond (Vals) | 81.1% | 92.7% | MiniMax M3 |
| MMLU-Pro (Vals) | 86.2% | 84.2% | Gemini 3.1 Flash-Lite |

### Instruction Following

- Winner: Not comparable
- Gemini 3.1 Flash-Lite public-lane score: Coming soon
- MiniMax M3 public-lane score: 93.8 (#5/146)

### Mathematics

- Winner: Not comparable
- Gemini 3.1 Flash-Lite public-lane score: 44 (Unranked · 1 rankable row)
- MiniMax M3 public-lane score: Coming soon

| Benchmark | Gemini 3.1 Flash-Lite | MiniMax M3 | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tiers 1-3) | 27.719% | Coming soon | Coming soon |
| USAMO 2026 | Coming soon | 85.7% | Coming soon |

## FAQ

### Which is better overall, Gemini 3.1 Flash-Lite or MiniMax M3?

MiniMax M3 has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Gemini 3.1 Flash-Lite and MiniMax M3?

The widest category gap is in multimodal & grounded, where the averages are 42 for Gemini 3.1 Flash-Lite and 61.5 for MiniMax M3.

### How many benchmarks does Gemini 3.1 Flash-Lite cover on BenchLM?

Gemini 3.1 Flash-Lite currently has 11 sourced benchmark scores on BenchLM.

### How many benchmarks does MiniMax M3 cover on BenchLM?

MiniMax M3 currently has 27 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Gemini 3.1 Flash-Lite vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-gemini-3-1-flash-lite)
- [MiniMax M3 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-minimax-m3)
- [Gemini 3.1 Flash-Lite vs GPT-6.1 Sol](/compare/gemini-3-1-flash-lite-vs-gpt-6-1-sol)
- [MiniMax M3 vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-minimax-m3)

## Explore More

- [Gemini 3.1 Flash-Lite profile](/models/gemini-3-1-flash-lite)
- [MiniMax M3 profile](/models/minimax-m3)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)