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Compare / head-to-head

LongCat 2.0vsMiniMax M3

MiniMax M3 leads 1 of 1 shared benchmark. Both offer a 1M-token context window.

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
0 – 1
MiniMax M3 leads
Cheaper per token
list price, input + output
Larger context
Tie
both 1M tokens
Provider uptime (30d)
— · 100%
Meituan LongCat · MiniMax
LongCat 2.0
Meituan LongCat · released 2026-06-30
text
Context
1M
Max out
Input /1M
Output /1M
Cached /1M
Scores
10 · 4 core
MiniMax M3
MiniMax · released 2026-06-01
textvision
Context
1M
Max out
Input /1M
$0.3
Output /1M
$1.2
Cached /1M
$0.06
Scores
3 · 3 core
Quality

Benchmark matrix

BenchmarkLongCat 2.0MiniMax M3ΔEdge
Reported by both · 1
GPQA Diamond88.9% 90.9% epoch-2 ptMiniMax M3
Only LongCat 2.0 reports · 9
BrowseComp79.9% not reported
FORTE73.2% not reported
IFEval90% not reported
IMO-AnswerBench81.8% not reported
RWSearch78.8% not reported
SWE-bench Multilingual77.3% not reported
SWE-bench Pro59.5% not reported
Terminal-Bench 2.170.8% not reported
Writing Bench83.8% not reported
Only MiniMax M3 reports · 2
LMArena Elonot reported1433.5
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported71.1% epoch
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is LongCat 2.0 minus MiniMax M3 in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecLongCat 2.0MiniMax M3Edge
Context window1M tokens1M tokensTie
Max output
Input price / 1M$0.3
Output price / 1M$1.2
Cached input / 1M$0.06
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$1.5
Modalitiestexttext · visionMiniMax M3
Released2026-06-302026-06-01
Cited benchmark scores103
Reliability

Provider status

All providers
More matchups

MiniMax M3 vs …

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Which one wins on your data?

Public benchmarks are a starting point. Run LongCat 2.0 and MiniMax M3 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.