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Every score has a dated snapshot.

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  3. Dots Studio: Dots3-Note Preview (free) vs MiniMax M2.5

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

Dots Studio: Dots3-Note Preview (free) vs MiniMax M2.5 benchmark

In this head-to-head showdown, Dots Studio: Dots3-Note Preview (free) is more budget-friendly at $0/1M 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: Both Dots Studio: Dots3-Note Preview (free) and MiniMax M2.5 present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
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Verified Head-to-Head Advantage Breakdown

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

Dots Studio: Dots3-Note Preview (free) (3)MiniMax M2.5 (0)
Dots Studio: Dots3-Note Preview (free)
3 of 3 Wins
✓Input price✓Output price✓Context window
MiniMax M2.5
0 of 3 Wins
Competitive baseline across remaining benchmarks
dots-studio
Leads 3 of 3 metrics
Dots Studio: Dots3-Note Preview (free)

Auto-discovered from OpenRouter (dots-studio/dots-3-note-preview:free). Preview until a second source matches.

$0/1M out
MiniMax
MiniMax M2.5

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

Elo 1,478$0.8999999999999999/1M out
Top Rival Showdowns for Dots Studio: Dots3-Note Preview (free)
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderDots Studio: Dots3-Note Preview (free) Wins

Dots Studio: Dots3-Note Preview (free)

$0 / 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.

Dots Studio: Dots3-Note Preview (free) (3)vsMiniMax M2.5 (7)
Dots Studio: Dots3-Note Preview (free): 3W (30%)Overall: MiniMax M2.5MiniMax M2.5: 7W (70%)
← Dots Studio: Dots3-Note Preview (free)MiniMax M2.5 →
🏆MiniMax M2.5(5/5)

Intelligence & Reasoning

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

Benchmark
Dots Studio: Dots3-Note Preview (free)vsMiniMax M2.5
Preference Elo
—vs1,478
Coding Elo
—vs1,536
SWE-bench
—vs75.8%
LiveBench
—vs64.4%
GPQA Diamond
—vs76.2%
Dots Studio: Dots3-Note Preview (free): 0WMiniMax M2.5: 5W
🏆MiniMax M2.5(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Dots Studio: Dots3-Note Preview (free)vsMiniMax M2.5
Output speed
—vs90 tok/s
Time to first token
—vs250 ms
Dots Studio: Dots3-Note Preview (free): 0WMiniMax M2.5: 2W
🏆Dots Studio: Dots3-Note Preview (free)(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Dots Studio: Dots3-Note Preview (free)vsMiniMax M2.5
Output price
$0/1Mvs$0.9/1M+$0.9/1M
Input price
$0/1Mvs$0.22/1M+$0.22/1M
Context window
512kvs205k+307k
Dots Studio: Dots3-Note Preview (free): 3WMiniMax M2.5: 0W

Side-by-Side Benchmark Matrix

Preference Elo
Dots Studio: Dots3-Note Preview (free)—
MiniMax M2.51,478
lmarena · Aug 17, 2026
Coding Elo
Dots Studio: Dots3-Note Preview (free)—
MiniMax M2.51,536
lmarena · Aug 17, 2026
LiveBench
Dots Studio: Dots3-Note Preview (free)—
MiniMax M2.564.4%
livebench · Aug 17, 2026
SWE-bench
Dots Studio: Dots3-Note Preview (free)—
MiniMax M2.575.8%
swebench · Aug 17, 2026
GPQA Diamond
Dots Studio: Dots3-Note Preview (free)—
MiniMax M2.576.2%
seed-bootstrap · Aug 1, 2026
Time to first token
Dots Studio: Dots3-Note Preview (free)—
MiniMax M2.5250 ms
seed-bootstrap · Aug 1, 2026
Output speed
Dots Studio: Dots3-Note Preview (free)—
MiniMax M2.590 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.22/1M
Dots Studio: Dots3-Note Preview (free)$0/1M
openrouter · Aug 17, 2026
MiniMax M2.5$0.22/1M
openrouter · Aug 17, 2026
Output price+$0.9/1M
Dots Studio: Dots3-Note Preview (free)$0/1M
openrouter · Aug 17, 2026
MiniMax M2.5$0.9/1M
openrouter · Aug 17, 2026
Context window+307k
Dots Studio: Dots3-Note Preview (free)512k
openrouter · Aug 17, 2026
MiniMax M2.5205k
openrouter · Aug 17, 2026
BenchmarkDots Studio: Dots3-Note Preview (free)MiniMax M2.5Advantage Delta
Preference Elo—
1,478
lmarena · Aug 17, 2026
—
Coding Elo—
1,536
lmarena · Aug 17, 2026
—
LiveBench—
64.4%
livebench · Aug 17, 2026
—
SWE-bench—
75.8%
swebench · Aug 17, 2026
—
GPQA Diamond—
76.2%
seed-bootstrap · Aug 1, 2026
—
Time to first token—
250 ms
seed-bootstrap · Aug 1, 2026
—
Output speed—
90 tok/s
seed-bootstrap · Aug 1, 2026
—
Input price
$0/1M
openrouter · Aug 17, 2026
$0.22/1M
openrouter · Aug 17, 2026
+$0.22/1M
Output price
$0/1M
openrouter · Aug 17, 2026
$0.9/1M
openrouter · Aug 17, 2026
+$0.9/1M
Context window
512k
openrouter · Aug 17, 2026
205k
openrouter · Aug 17, 2026
+307k

Key Selection Recommendations

  • 1
    Dots Studio: Dots3-Note Preview (free):Pick Dots Studio: Dots3-Note Preview (free) when you are optimizing output cost.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatDots Studio: Dots3-Note Preview (free)

Lower output list price ($0/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGDots Studio: Dots3-Note Preview (free)

Larger window (512k).

Screenshots / visionMiniMax M2.5

MiniMax M2.5 is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatDots Studio: Dots3-Note Preview (free)Lower output list price ($0/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGDots Studio: Dots3-Note Preview (free)Larger window (512k).
Screenshots / visionMiniMax M2.5MiniMax M2.5 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

Cast Your Matchup Vote

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
dots-studio

Dots Studio: Dots3-Note Preview (free)

Elo n/a
SWE-bench—
Speed (tok/s)512k
Input / 1M Tokens$0/1M
Output / 1M Tokens$0/1M
MiniMax

MiniMax M2.5

Elo 1,478
SWE-bench75.8%
Speed (tok/s)90 tok/s
Input / 1M Tokens$0.22/1M
Output / 1M Tokens$0.9/1M

Frequently Asked Questions

Which is better overall, Dots Studio: Dots3-Note Preview (free) or MiniMax M2.5?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, Dots Studio: Dots3-Note Preview (free) or MiniMax M2.5?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
Dots Studio: Dots3-Note Preview (free) output tokens are $0/1M versus $0.9/1M. Input prices and retry rates still move the real bill.
Which is faster, Dots Studio: Dots3-Note Preview (free) or MiniMax M2.5?
We do not have TTFT for both models.
Which has the larger context window?
Dots Studio: Dots3-Note Preview (free) accepts 512k tokens versus 205k.
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. Dots Studio: Dots3-Note Preview (free) 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 Dots Studio: Dots3-Note Preview (free) matchups →|All MiniMax M2.5 matchups →
Claude Opus 4.5 vs MiniMax M2.5Claude Opus 4.6 vs MiniMax M2.5Claude Sonnet 4.5 vs MiniMax M2.5GPT-5 vs MiniMax M2.5Gemini 3 Pro vs MiniMax M2.5Gemini 3 Flash vs MiniMax M2.5