How do GPT-6 Astra and MiniMax-M3 compare on coding benchmarks?

The comparison table shows SWE-bench, SWE-Pro, SWE-Atlas, Terminal-Bench, DeepSWE, and coding agent index scores for both GPT-6 Astra and MiniMax-M3 when publicly disclosed.

LLM Comparison

GPT-6 Astra vs MiniMax-M3: benchmark scores, pricing & comparison.

Q: Which is better: GPT-6 Astra or MiniMax-M3?

AskClash compares GPT-6 Astra and MiniMax-M3 side by side across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, AskClash ACB, and context window so you can see which model wins on each benchmark.

Side-by-side GPT-6 Astra vs MiniMax-M3 comparison across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, context window, and AskClash RWT. Green marks the winner on each benchmark.

Open live leaderboard GPT-6 Astra model page MiniMax-M3 model page

Rank #7 vs #43AskClash overall scores 64.9 vs 37.9.

Pricing $10.0/$50.0 vs $0.30/$1.20Input and output token prices per 1M tokens when published.

Proprietary vs Open WeightOpenAI vs MiniMax.

GPT-6 Astra vs MiniMax-M3 benchmark comparison

Green cells highlight the winning model for each metric. Scores are cached from the AskClash LLM leaderboard snapshot.

Metric	GPT-6 Astra	MiniMax-M3
Overall Score	64.9	37.9
Leaderboard Rank	#7	#43
ACB	—	29.8
RWT	9.5	8.5
Coding Agent Index	67.0	—
HLE	57.2	37.1
GPQA	96.0	92.9
IFEval	—	82.9
SWE-bench	—	80.5
SWE-Pro	—	59.0
Terminal-Bench	—	66.0
DeepSWE	74.1	—
GDPval-AA	—	58.4
OSWorld	—	70.1
MCP Atlas	—	74.2
Finance Agent	—	48.3
MMMU-Pro	—	78.1
ARC-AGI 2	95.0	—
Tau2	—	88.9
MRCR	100.0	—
Input Price (per 1M tokens)	$10.0	$0.30
Output Price (per 1M tokens)	$50.0	$1.20
Context Window	1M	1M
Benchmarks Published	7	14

GPT-6 Astra vs MiniMax-M3 head-to-head charts

GPT-6 Astra leads 4 and MiniMax-M3 leads 0 of 4 shared benchmarks. MiniMax-M3 is cheaper on a defined 1M-input / 200K-output workload. Charts show only benchmarks both models publish.

GPT-6 AstraMiniMax-M3

Overall

64.9GPT-6 Astra

37.9MiniMax-M3

RWT

9.5GPT-6 Astra

8.5MiniMax-M3

HLE

57.2GPT-6 Astra

37.1MiniMax-M3

GPQA

96.0GPT-6 Astra

92.9MiniMax-M3

GPT-6 Astra

Input$10.0

Output$50.0

Workload$20

Context1M

MiniMax-M3

Input$0.30

Output$1.20

Workload$0.54

Context1M

Workload = published cost of 1M input + 200K output tokens. Open the live leaderboard for interactive compare charts.

More GPT-6 Astra and MiniMax-M3 comparisons

Explore how GPT-6 Astra and MiniMax-M3 stack up against other top-ranked LLMs.

Claude Fable 5.1 vs GPT-6 Astra Claude Fable 5.1 vs MiniMax-M3 Claude Fable 5 vs GPT-6 Astra Claude Fable 5 vs MiniMax-M3 GPT-5.6 Sol vs GPT-6 Astra GPT-5.6 Sol vs MiniMax-M3 Claude Opus 5 vs GPT-6 Astra Claude Opus 5 vs MiniMax-M3 Grok 4.6 vs GPT-6 Astra Grok 4.6 vs MiniMax-M3

How to read this comparison

Benchmark scores

Higher is better for all benchmark scores (SWE-bench, GPQA, HLE, Terminal-Bench, etc.). Green marks the model with the higher score.

Token pricing

Lower is better for input and output prices. Green marks the cheaper model per 1M tokens.

Coverage matters

Models with fewer disclosed benchmark cells may have inflated percentile scores. Check the benchmark cell count for context.

This comparison page is generated from the AskClash LLM leaderboard cache. Open the live leaderboard for real-time scores and interactive filtering.