# GPT-6 Astra vs MiniMax M2.7

> Side-by-side benchmark comparison for GPT-6 Astra and MiniMax M2.7 across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/gpt-6-astra-vs-minimax-m2-7
- Last updated: October 17, 2026

- Shared sourced benchmarks: 2
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Evidence is too thin for a benchmark verdict: GPT-6 Astra and MiniMax M2.7 share only 2 sourced benchmark rows.

## Summary

- Only 2 shared sourced benchmark rows are available. That is not enough for a broad capability verdict, so this mirror does not name an overall winner.
- MiniMax M2.7 has the lower published output-token price.
- GPT-6 Astra has the larger published context window at 1.05M.

## Model Snapshot

| Property | GPT-6 Astra | MiniMax M2.7 |
|----------|----------|----------|
| Creator | OpenAI | MiniMax |
| Type | Proprietary | Open Weight |
| Reasoning | Reasoning | Non-Reasoning |
| Context | 1.05M | 200K |
| Independent public score (not head-to-head) | 83.88 | 48.17 |
| Benchmarks Covered | 40 | 29 |
| Pricing (input/output) | $10.00 / $50.00 | $0.30 / $1.20 |

## Category Breakdown

### Agentic

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 74.8 (Supported · #7/128)
- MiniMax M2.7 public-lane score: 32.3 (Supported · #90/128)

| Benchmark | GPT-6 Astra | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | 91.5% | Coming soon | Coming soon |
| OSWorld 2.0 | 72.6% | Coming soon | Coming soon |
| Terminal-Bench 4.0 | 57.90% | Coming soon | Coming soon |
| Terminal-Bench-Science 0.1 | 64.6% | Coming soon | Coming soon |
| ExploitGym | 42.4% | Coming soon | Coming soon |
| Agents' Last Exam | 59.3% | Coming soon | Coming soon |
| AutomationBench | 41.4% | Coming soon | Coming soon |
| HLE w/ tools | 57.2% | Coming soon | Coming soon |
| Terminal-Bench 2.1 (Vals) | 87.3% | 48.7% | GPT-6 Astra |
| ApprenticeBench | 68% | Coming soon | Coming soon |
| CWE-bench v1 | 68.0% | Coming soon | Coming soon |
| Hermes Index | 56.3% | Coming soon | Coming soon |
| Hermes Bench | 73.7% | Coming soon | Coming soon |
| MazeBench | 23% | Coming soon | Coming soon |
| Terminal-Bench 2.0 | Coming soon | 57% | Coming soon |
| τ³-bench results | Coming soon | 67.6% | 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 |
| Gert Labs | Coming soon | 40.40% | Coming soon |

### Coding

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 75.5 (Supported · #4/150)
- MiniMax M2.7 public-lane score: 34.4 (Supported · #80/150)

| Benchmark | GPT-6 Astra | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| DeepSWE | 74.1% | Coming soon | Coming soon |
| FrontierCode 1.1 Main | 53.3% | Coming soon | Coming soon |
| FrontierCode 1.1 Extended | 64.5% | Coming soon | Coming soon |
| FrontierSWE v2 | 65.5% | Coming soon | Coming soon |
| PostTrainBench v1.1 | 44.3% | Coming soon | Coming soon |
| Bug Hunt Bench | 45.0 fixes | Coming soon | Coming soon |
| 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 |
| Terminal-Bench 2.0 | Coming soon | 57.0% | Coming soon |
| Vibe Code Bench | Coming soon | 27.04% | Coming soon |
| React Native Evals | Coming soon | 71.4% | Coming soon |
| LiveCodeBench (Vals) | Coming soon | 79.9% | Coming soon |
| SWE-bench (Vals) | Coming soon | 73.8% | Coming soon |

### Reasoning

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 93.3 (#1/28)
- MiniMax M2.7 public-lane score: 79.6 (Unranked · 2 rankable rows)

| Benchmark | GPT-6 Astra | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| STEMBench | 2.81 | Coming soon | Coming soon |
| ARC-AGI-1 | 98.50% | Coming soon | Coming soon |
| ARC-AGI-2 | 95% | Coming soon | Coming soon |
| ARC-AGI-3 | 62.7% | Coming soon | Coming soon |
| GeneBench-Pro | 37.8% | Coming soon | Coming soon |
| MRCR v2 256K-512K | 100.0% | Coming soon | Coming soon |
| MRCR v2 512K-1M | 96.3% | Coming soon | Coming soon |
| GraphWalks BFS 256K–1M | 71.8% | Coming soon | Coming soon |

### Multimodal & Grounded

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 87.3 (Unranked · 3 rankable rows)
- MiniMax M2.7 public-lane score: Coming soon

| Benchmark | GPT-6 Astra | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| ScreenSpot Pro | 92.7% | Coming soon | Coming soon |
| BenchCAD Vision2Code (tools) | 0.959 | Coming soon | Coming soon |

### Knowledge

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 86.2 (Supported · #3/184)
- MiniMax M2.7 public-lane score: 46.1 (Supported · #93/184)

| Benchmark | GPT-6 Astra | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| GPQA | 96% | Coming soon | Coming soon |
| GPQA-D | 96.0% | 87.0% | GPT-6 Astra |
| HealthBench (raw) | 56.9% | Coming soon | Coming soon |
| HealthBench (length-adjusted) | 58.3% | Coming soon | Coming soon |
| HealthBench Professional | 64.7% | Coming soon | Coming soon |
| HealthBench Professional (raw) | 68.2% | Coming soon | Coming soon |
| HealthBench Hard | 36.6% | Coming soon | Coming soon |
| HLE | Coming soon | 28% | Coming soon |
| MMLU-Pro (Arcee) | Coming soon | 80.8% | Coming soon |
| GPQA Diamond (Vals) | Coming soon | 86.6% | Coming soon |
| MMLU-Pro (Vals) | Coming soon | 80.4% | Coming soon |

### Instruction Following

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: Coming soon
- MiniMax M2.7 public-lane score: 93 (#13/148)

| Benchmark | GPT-6 Astra | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| Gray Swan IPI (15 attempts) | 8.5% | Coming soon | Coming soon |

### Mathematics

- Winner: Insufficient shared evidence
- GPT-6 Astra public-lane score: 97.3 (Unranked · 2 rankable rows)
- MiniMax M2.7 public-lane score: 70.5 (Unranked · 4 rankable rows)

| Benchmark | GPT-6 Astra | MiniMax M2.7 | Winner |
|-----------|-----------|-----------|--------|
| FrontierMath v2 (Tier 4) | 97.600% | Coming soon | Coming soon |
| FrontierMath v2 (Tiers 1-3) | 93.684% | Coming soon | Coming soon |
| AIME25 (Arcee) | Coming soon | 80.0% | Coming soon |
| AIME26 | Coming soon | 89.8% | Coming soon |
| HMMT Nov 2025 | Coming soon | 81.0% | Coming soon |
| HMMT Feb 2026 | Coming soon | 72.7% | Coming soon |

## FAQ

### Is there enough evidence to pick between GPT-6 Astra and MiniMax M2.7?

Not yet. The models share only 2 sourced benchmark rows, so this mirror reports the available measurements and metadata without naming a broad winner.

### What can I compare safely on this page?

Published pricing, context windows, model type, and individual shared benchmark rows are directly comparable. Independent overall scores and non-overlapping benchmark coverage are labeled separately and should not be read as a controlled head-to-head result.

## Related Comparisons

- [GPT-6 Astra vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-gpt-6-astra)
- [MiniMax M2.7 vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-minimax-m2-7)
- [GPT-6 Astra vs GPT-6 Sol](/compare/gpt-6-astra-vs-gpt-6-sol)
- [MiniMax M2.7 vs GPT-6 Sol](/compare/gpt-6-sol-vs-minimax-m2-7)

## Explore More

- [GPT-6 Astra profile](/models/gpt-6-astra)
- [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)