# Gemini 3.1 Flash-Lite vs MiniMax M2.7

> Side-by-side benchmark comparison for Gemini 3.1 Flash-Lite and MiniMax M2.7 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gemini-3-1-flash-lite-vs-minimax-m2-7
- Last updated: September 15, 2026

- Shared sourced benchmarks: 7
- HTML indexing: indexable
- Ranking lane: BenchAlign v5

## Quick Verdict

Pick Gemini 3.1 Flash-Lite if you want the stronger benchmark profile. MiniMax M2.7 only makes more sense when its price, context window, or workload-specific category wins matter more than the overall score.

## Summary

- Gemini 3.1 Flash-Lite leads overall 56.32 to 55.14.
- The clearest category separation is in coding, where the averages are 38.2 for Gemini 3.1 Flash-Lite and 48.6 for MiniMax M2.7.
- The biggest single benchmark swing is Vibe Code Bench in Coding, with scores of 0.00% and 27.04%.
- MiniMax M2.7 is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.
- Gemini 3.1 Flash-Lite also has the larger context window at 1M.

## Model Snapshot

| Property | Gemini 3.1 Flash-Lite | MiniMax M2.7 |
|----------|----------|----------|
| Creator | Google | MiniMax |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Non-Reasoning |
| Context | 1M | 200K |
| Overall Score | 56.32 | 55.14 |
| Benchmarks Covered | 8 | 23 |
| Pricing (input/output) | $0.25 / $1.50 | $0.30 / $1.20 |

## Category Breakdown

### Agentic

- Winner: Coming soon
- Gemini 3.1 Flash-Lite public-lane score: 43.1 (Estimated · #101/153)
- MiniMax M2.7 public-lane score: 41.1 (Estimated · #110/153)

| Benchmark | Gemini 3.1 Flash-Lite | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| Gert Labs | 38.46% | 40.40% | MiniMax M2.7 |
| Terminal-Bench 2.1 (Vals) | 34.1% | 48.7% | MiniMax M2.7 |
| Terminal-Bench 2.0 | Coming soon | 57% | Coming soon |
| Toolathlon | Coming soon | 46.3% | Coming soon |
| MLE-Bench Lite | Coming soon | 66.6% | Coming soon |
| MM-ClawBench | Coming soon | 62.7% | Coming soon |
| Claw-Eval | Coming soon | 48.7% | Coming soon |

### Coding

- Winner: Coming soon
- Gemini 3.1 Flash-Lite public-lane score: 38.2 (Estimated · #126/152)
- MiniMax M2.7 public-lane score: 48.6 (Estimated · #68/152)

| Benchmark | Gemini 3.1 Flash-Lite | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| Vibe Code Bench | 0.00% | 27.04% | MiniMax M2.7 |
| LiveCodeBench (Vals) | 80.1% | 79.9% | Gemini 3.1 Flash-Lite |
| SWE-bench (Vals) | 62.8% | 73.8% | MiniMax M2.7 |
| SWE-bench Verified* | Coming soon | 75.4% | Coming soon |
| SWE-bench Pro | Coming soon | 56.2% | Coming soon |
| SWE-Rebench | Coming soon | 51.9% | Coming soon |
| SWE Multilingual | Coming soon | 76.5% | Coming soon |
| Multi-SWE Bench | Coming soon | 52.7% | Coming soon |
| VIBE-Pro | Coming soon | 55.6% | Coming soon |
| NL2Repo | Coming soon | 39.8% | Coming soon |
| React Native Evals | Coming soon | 71.4% | Coming soon |

### Multimodal & Grounded

- Winner: Coming soon
- Gemini 3.1 Flash-Lite public-lane score: 37.5 (Unranked · 1 rankable row)
- MiniMax M2.7 public-lane score: Coming soon

| Benchmark | Gemini 3.1 Flash-Lite | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| CharXiv | 73.2% | Coming soon | Coming soon |

### Reasoning

- Winner: Coming soon
- Gemini 3.1 Flash-Lite public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 74.8 (Unranked · 2 rankable rows)

### Knowledge

- Winner: Coming soon
- Gemini 3.1 Flash-Lite public-lane score: 51.6 (Estimated · #71/183)
- MiniMax M2.7 public-lane score: 48.7 (Supported · #90/183)

| Benchmark | Gemini 3.1 Flash-Lite | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| GPQA Diamond (Vals) | 81.1% | 86.6% | MiniMax M2.7 |
| MMLU-Pro (Vals) | 86.2% | 80.4% | Gemini 3.1 Flash-Lite |
| GPQA-D | Coming soon | 87.0% | Coming soon |
| MMLU-Pro (Arcee) | Coming soon | 80.8% | Coming soon |

### Instruction Following

- Winner: Coming soon
- Gemini 3.1 Flash-Lite public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 93 (#10/123)

### Mathematics

- Winner: Coming soon
- Gemini 3.1 Flash-Lite public-lane score: Coming soon
- MiniMax M2.7 public-lane score: Coming soon

| Benchmark | Gemini 3.1 Flash-Lite | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| AIME25 (Arcee) | Coming soon | 80.0% | Coming soon |

## FAQ

### Which is better overall, Gemini 3.1 Flash-Lite or MiniMax M2.7?

Gemini 3.1 Flash-Lite is ahead overall on BenchLM right now.

### Where is the biggest gap between Gemini 3.1 Flash-Lite and MiniMax M2.7?

The widest category gap is in coding, where the averages are 38.2 for Gemini 3.1 Flash-Lite and 48.6 for MiniMax M2.7.

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

Gemini 3.1 Flash-Lite currently has 8 sourced benchmark scores on BenchLM.

### How many benchmarks does MiniMax M2.7 cover on BenchLM?

MiniMax M2.7 currently has 23 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Gemini 3.1 Flash-Lite vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-gemini-3-1-flash-lite)
- [MiniMax M2.7 vs Claude Fable 5.1](/compare/claude-fable-5-1-vs-minimax-m2-7)
- [Gemini 3.1 Flash-Lite vs GPT-6 Astra](/compare/gemini-3-1-flash-lite-vs-gpt-6-astra)
- [MiniMax M2.7 vs GPT-6 Astra](/compare/gpt-6-astra-vs-minimax-m2-7)

## Explore More

- [Gemini 3.1 Flash-Lite profile](/models/gemini-3-1-flash-lite)
- [MiniMax M2.7 profile](/models/minimax-m2-7)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)