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Model comparison

MiniMax M2.5 vs o4-mini (high)

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
59.52/100
Margin
9.5pts
← winning
49.98/100
0 category wins0 category wins

Public leaderboard positions: MiniMax M2.5 #55 (Supported); o4-mini (high) #118 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. MiniMax M2.5 and o4-mini (high) share 0 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to MiniMax M2.5; 2 to o4-mini (high).

Updated July 21, 2026
Shared results
0
MiniMax M2.5 only
1
o4-mini (high) only
2
Comparable categories
0 / 8

Benchmark data for MiniMax M2.5 and o4-mini (high) is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

o4-mini (high) has the larger context window at 200K, compared with 128K for MiniMax M2.5.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricMiniMax M2.5o4-mini (high)Comparison
Input / output priceUSD per 1M tokensMiniMax M2.5$0.3 input / $1.2 outputo4-mini (high)Not availableA complete price comparison is not available.
Generation speedtokens per secondMiniMax M2.546 tok/so4-mini (high)161 tok/so4-mini (high) has the higher measured throughput.
First-answer latencyseconds to first tokenMiniMax M2.52.12 so4-mini (high)21.94 sMiniMax M2.5 reaches the first token sooner.
Context windowmaximum listed tokensMiniMax M2.5128Ko4-mini (high)200Ko4-mini (high) lists the larger context window.

Benchmark Deep Dive

Coding
BenchmarkMiniMax M2.5o4-mini (high)Result
Vibe Code BenchSource 14.85%Not comparable
Math
BenchmarkMiniMax M2.5o4-mini (high)Result
FrontierMath v2 (Tiers 1-3)Source 24.828%Not comparable
FrontierMath v2 (Tier 4)Source 6.250%Not comparable
Frequently Asked Questions (3)

Can I compare MiniMax M2.5 and o4-mini (high) on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for MiniMax M2.5 and o4-mini (high) today?

MiniMax M2.5: $0.30 input / $1.20 output per 1M tokens o4-mini (high): Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 21, 2026

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