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Compare / head-to-head

GPT-4.1 minivsLongCat 2.0

LongCat 2.0 leads 1 of 1 shared benchmark. GPT-4.1 mini has the larger context window (1.0M tokens).

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

Shared benchmarks
0 – 1
LongCat 2.0 leads
Cheaper per token
list price, input + output
Larger context
GPT-4.1 mini
1.0M tokens
Provider uptime (30d)
94.2446% · —
OpenAI · Meituan LongCat
GPT-4.1 mini
OpenAI · released 2025-04-14
textvision
Context
1.0M
Max out
33K
Input /1M
$0.4
Output /1M
$1.6
Cached /1M
$0.1
Scores
7 · 6 core
LongCat 2.0
Meituan LongCat · released 2026-06-30
text
Context
1M
Max out
Input /1M
Output /1M
Cached /1M
Scores
10 · 4 core
Quality

Benchmark matrix

BenchmarkGPT-4.1 miniLongCat 2.0ΔEdge
Reported by both · 1
GPQA Diamond65% 88.9% -23.9 ptLongCat 2.0
Only GPT-4.1 mini reports · 5
MMLU87.5% not reported
AIME 202449.6% not reported
FrontierMath Tiers 1-3 v2 (Epoch AI run)6.7% epochnot reported
OTIS Mock AIME 2024-2025 (Epoch AI run)44.7% epochnot reported
SimpleQA Verified12.7% epochnot reported
Only LongCat 2.0 reports · 9
BrowseCompnot reported79.9%
FORTEnot reported73.2%
IFEvalnot reported90%
IMO-AnswerBenchnot reported81.8%
RWSearchnot reported78.8%
SWE-bench Multilingualnot reported77.3%
SWE-bench Pronot reported59.5%
Terminal-Bench 2.1not reported70.8%
Writing Benchnot reported83.8%
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 GPT-4.1 mini minus LongCat 2.0 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

SpecGPT-4.1 miniLongCat 2.0Edge
Context window1.0M tokens1M tokensGPT-4.1 mini
Max output33K tokens
Input price / 1M$0.4
Output price / 1M$1.6
Cached input / 1M$0.1
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$2
Modalitiestext · visiontextGPT-4.1 mini
Released2025-04-142026-06-30
Cited benchmark scores710
Reliability

Provider status

All providers
More matchups

GPT-4.1 mini vs …

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Which one wins on your data?

Public benchmarks are a starting point. Run GPT-4.1 mini and LongCat 2.0 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.