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Every score has a dated snapshot.

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  3. GPT-4o mini vs MiniMax M2.5

Pairwise benchmark snapshot · Aug 1, 2026

GPT-4o mini vs MiniMax M2.5 benchmark

In this head-to-head showdown, MiniMax M2.5 delivers higher overall intelligence and human-preferred responses (Elo 1,478 vs 1,272), while MiniMax M2.5 leads in SWE-bench software engineering benchmarks (75.8%), while GPT-4o mini is more budget-friendly at $0.6/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Choose MiniMax M2.5 if your priority is peak reasoning, complex code generation, and top preference Elo. Choose GPT-4o mini if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

9 direct benchmark disciplines evaluated across capability, speed, and cost

GPT-4o mini (4)MiniMax M2.5 (5)
GPT-4o mini
4 of 9 Wins
✓Time to first token✓Output speed✓Input price✓Output price
MiniMax M2.5
5 of 9 Wins
✓Preference Elo✓LiveBench✓SWE-bench✓GPQA Diamond✓Context window
OpenAI
Leads 4 of 9 metrics
GPT-4o mini

Legacy small OpenAI model. Useful as a cheap baseline.

4o MiniElo 1,272$0.6/1M out
MiniMax
Leads 5 of 9 metrics
MiniMax M2.5

MiniMax coding model. Tied near the top of official SWE-bench bash-only in Feb 2026.

Elo 1,478$1.2/1M out

GPT-4 Series Lineage & Sibling Variants

3 models

Currently comparing GPT-4o mini vs MiniMax M2.5. Alternative family tiers available.

Active: GPT-4o mini
GPT-4o$10GPT-4.5 Orion$150
Top Rival Showdowns for GPT-4o mini
All Matchups
Compare vs:vs Claude Opus 4.5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Provs Qwen 3 Max
Preference LeaderMiniMax M2.5 Wins

MiniMax M2.5

Δ 206 Arena Elo pts

Throughput LeaderGPT-4o mini Wins

GPT-4o mini

160 tok/s

Value per Dollar LeaderGPT-4o mini Wins

GPT-4o mini

$0.6 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

GPT-4o mini (4)vsMiniMax M2.5 (6)
GPT-4o mini: 4W (40%)Overall: MiniMax M2.5MiniMax M2.5: 6W (60%)
← GPT-4o miniMiniMax M2.5 →
🏆MiniMax M2.5(5/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Benchmark
GPT-4o minivsMiniMax M2.5
Preference Elo
1,272vs1,478+206
Coding Elo
—vs1,536
SWE-bench
41.2%vs75.8%+34.6%
LiveBench
48.1%vs64.4%+16.3%
GPQA Diamond
60.1%vs76.2%+16.1%
GPT-4o mini: 0WMiniMax M2.5: 5W
🏆GPT-4o mini(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
GPT-4o minivsMiniMax M2.5
Output speed
160 tok/svs90 tok/s+70 tok/s
Time to first token
130 msvs250 ms+120 ms
GPT-4o mini: 2WMiniMax M2.5: 0W
🏆GPT-4o mini(2/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
GPT-4o minivsMiniMax M2.5
Output price
$0.6/1Mvs$1.2/1M+$0.6/1M
Input price
$0.15/1Mvs$0.3/1M+$0.15/1M
Context window
128kvs205k+77k
GPT-4o mini: 2WMiniMax M2.5: 1W

Side-by-Side Benchmark Matrix

Preference Elo+206
GPT-4o mini1,272
seed-bootstrap · Aug 1, 2026
MiniMax M2.51,478
seed-bootstrap · Aug 1, 2026
Coding Elo
GPT-4o mini—
MiniMax M2.51,536
seed-bootstrap · Aug 1, 2026
LiveBench+16.3%
GPT-4o mini48.1%
seed-bootstrap · Aug 1, 2026
MiniMax M2.564.4%
seed-bootstrap · Aug 1, 2026
SWE-bench+34.6%
GPT-4o mini41.2%
seed-bootstrap · Aug 1, 2026
MiniMax M2.575.8%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+16.1%
GPT-4o mini60.1%
seed-bootstrap · Aug 1, 2026
MiniMax M2.576.2%
seed-bootstrap · Aug 1, 2026
Time to first token+120 ms
GPT-4o mini130 ms
seed-bootstrap · Aug 1, 2026
MiniMax M2.5250 ms
seed-bootstrap · Aug 1, 2026
Output speed+70 tok/s
GPT-4o mini160 tok/s
seed-bootstrap · Aug 1, 2026
MiniMax M2.590 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.15/1M
GPT-4o mini$0.15/1M
seed-bootstrap · Aug 1, 2026
MiniMax M2.5$0.3/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.6/1M
GPT-4o mini$0.6/1M
seed-bootstrap · Aug 1, 2026
MiniMax M2.5$1.2/1M
seed-bootstrap · Aug 1, 2026
Context window+77k
GPT-4o mini128k
seed-bootstrap · Aug 1, 2026
MiniMax M2.5205k
seed-bootstrap · Aug 1, 2026
BenchmarkGPT-4o miniMiniMax M2.5Advantage Delta
Preference Elo
1,272
seed-bootstrap · Aug 1, 2026
1,478
seed-bootstrap · Aug 1, 2026
+206
Coding Elo—
1,536
seed-bootstrap · Aug 1, 2026
—
LiveBench
48.1%
seed-bootstrap · Aug 1, 2026
64.4%
seed-bootstrap · Aug 1, 2026
+16.3%
SWE-bench
41.2%
seed-bootstrap · Aug 1, 2026
75.8%
seed-bootstrap · Aug 1, 2026
+34.6%
GPQA Diamond
60.1%
seed-bootstrap · Aug 1, 2026
76.2%
seed-bootstrap · Aug 1, 2026
+16.1%
Time to first token
130 ms
seed-bootstrap · Aug 1, 2026
250 ms
seed-bootstrap · Aug 1, 2026
+120 ms
Output speed
160 tok/s
seed-bootstrap · Aug 1, 2026
90 tok/s
seed-bootstrap · Aug 1, 2026
+70 tok/s
Input price
$0.15/1M
seed-bootstrap · Aug 1, 2026
$0.3/1M
seed-bootstrap · Aug 1, 2026
+$0.15/1M
Output price
$0.6/1M
seed-bootstrap · Aug 1, 2026
$1.2/1M
seed-bootstrap · Aug 1, 2026
+$0.6/1M
Context window
128k
seed-bootstrap · Aug 1, 2026
205k
seed-bootstrap · Aug 1, 2026
+77k
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 50% with GPT-4o mini
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
GPT-4o mini$14.25 / mo
In: $5.25Out: $9
MiniMax M2.5$28.50 / mo
In: $10.5Out: $18
Estimated Cost Delta

GPT-4o mini is estimated to save $14.25/month ($171/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    MiniMax M2.5:Pick MiniMax M2.5 when repo-level coding accuracy is the constraint.
  • 2
    GPT-4o mini:Pick GPT-4o mini when you are optimizing output cost.
  • 3
    GPT-4o mini:Pick GPT-4o mini when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsMiniMax M2.5

Higher SWE-bench (75.8%).

High-volume chatGPT-4o mini

Lower output list price ($0.6/1M).

Voice / low-latency UIGPT-4o mini

Lower TTFT (130 ms).

Long-document RAGMiniMax M2.5

Larger window (205k).

Screenshots / visionGPT-4o mini

GPT-4o mini is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsMiniMax M2.5Higher SWE-bench (75.8%).
High-volume chatGPT-4o miniLower output list price ($0.6/1M).
Voice / low-latency UIGPT-4o miniLower TTFT (130 ms).
Long-document RAGMiniMax M2.5Larger window (205k).
Screenshots / visionGPT-4o miniGPT-4o mini is the side marked multimodal in the catalog.

Related Editorial Dispatches & Benchmark Notes

View all news
launchFeb 12, 2026

MiniMax M2.5: the Feb 2026 SWE-bench specialist still on the board

Tied near the top of official SWE-bench bash-only in Feb 2026. Coding lists should still see it.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
OpenAI

GPT-4o mini

Elo 1,272
SWE-bench41.2%
Speed (tok/s)160 tok/s
Input / 1M Tokens$0.15/1M
Output / 1M Tokens$0.6/1M
MiniMax

MiniMax M2.5

Elo 1,478
SWE-bench75.8%
Speed (tok/s)90 tok/s
Input / 1M Tokens$0.3/1M
Output / 1M Tokens$1.2/1M

Frequently Asked Questions

Which is better overall, GPT-4o mini or MiniMax M2.5?
MiniMax M2.5 has the higher preference Elo in our latest snapshot (1,478). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, GPT-4o mini or MiniMax M2.5?
MiniMax M2.5 leads SWE-bench at 75.8% vs 41.2%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
GPT-4o mini output tokens are $0.6/1M versus $1.2/1M. Input prices and retry rates still move the real bill.
Which is faster, GPT-4o mini or MiniMax M2.5?
GPT-4o mini has the lower time-to-first-token (130 ms vs 250 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
MiniMax M2.5 accepts 205k tokens versus 128k.
Can I self-host either model?
MiniMax M2.5 is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. GPT-4o mini and MiniMax M2.5 Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • launch · Feb 12, 2026

    MiniMax M2.5: the Feb 2026 SWE-bench specialist still on the board

Similar Head-to-Head Comparisons

All GPT-4o mini matchups →|All MiniMax M2.5 matchups →
GPT-4o mini vs OpenAI o1-mini (next gpt-mini)GPT-5 vs MiniMax M2.5OpenAI o3-mini vs MiniMax M2.5GPT-4.5 Orion vs MiniMax M2.5GPT-5.6 Sol vs MiniMax M2.5GPT-5.6 Terra vs MiniMax M2.5