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Compare / head-to-head

LongCat 2.0vso3

LongCat 2.0 leads 1 of 1 shared benchmark. LongCat 2.0 has the larger context window (1M tokens).

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

Shared benchmarks
1 – 0
LongCat 2.0 leads
Cheaper per token
list price, input + output
Larger context
LongCat 2.0
1M tokens
Provider uptime (30d)
— · 94.2446%
Meituan LongCat · OpenAI
LongCat 2.0
Meituan LongCat · released 2026-06-30
text
Context
1M
Max out
Input /1M
Output /1M
Cached /1M
Scores
10 · 4 core
o3
OpenAI · released 2025-04-16
textvision
Context
200K
Max out
100K
Input /1M
$2
Output /1M
$8
Cached /1M
$0.5
Scores
7 · 7 core
Quality

Benchmark matrix

BenchmarkLongCat 2.0o3ΔEdge
Reported by both · 1
GPQA Diamond88.9% 81.8% epoch+7.1 ptLongCat 2.0
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 o3 reports · 6
SWE-bench Verifiednot reported69.1%
AIME 2025not reported89.2% matharena
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported33.3% epoch
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported84.4% epoch
SimpleQA Verifiednot reported49.4% epoch
SWE-bench Verified (Epoch AI run)not reported62.3% 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 o3 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 2.0o3Edge
Context window1M tokens200K tokensLongCat 2.0
Max output100K tokens
Input price / 1M$2
Output price / 1M$8
Cached input / 1M$0.5
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$10
Modalitiestexttext · visiono3
Released2026-06-302025-04-16
Cited benchmark scores107
Reliability

Provider status

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Which one wins on your data?

Public benchmarks are a starting point. Run LongCat 2.0 and o3 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.