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Compare / head-to-head

LongCat 2.0vsMAI-Thinking-1

LongCat 2.0 leads 2 of 2 shared benchmarks. 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
2 – 0
LongCat 2.0 leads
Cheaper per token
list price, input + output
Larger context
LongCat 2.0
1M tokens
Provider uptime (30d)
— · —
Meituan LongCat · Microsoft
LongCat 2.0
Meituan LongCat · released 2026-06-30
text
Context
1M
Max out
Input /1M
Output /1M
Cached /1M
Scores
10 · 4 core
MAI-Thinking-1
Microsoft · released 2026-08-12
text
Context
256K
Max out
64K
Input /1M
Output /1M
Cached /1M
Scores
15 · 7 core
Quality

Benchmark matrix

BenchmarkLongCat 2.0MAI-Thinking-1ΔEdge
Reported by both · 2
GPQA Diamond88.9% 84.2% +4.7 ptLongCat 2.0
SWE-bench Pro59.5% 52.8% +6.7 ptLongCat 2.0
Only LongCat 2.0 reports · 8
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
Terminal-Bench 2.170.8% not reported
Writing Bench83.8% not reported
Only MAI-Thinking-1 reports · 13
SWE-bench Verifiednot reported73.5%
MMLU-Pronot reported85%
AIME 2025not reported97%
AIME 2026not reported94.5%
AdvancedIFnot reported85%
BFCL v3not reported72%
GraphWalks (<=128K)not reported90%
HMMT February 2026not reported84.9%
IFBenchnot reported69%
LiveCodeBench v6not reported87.7%
MultiChallengenot reported53%
SimpleQA Verifiednot reported31%
Terminal-Bench 2.0not reported46%
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 MAI-Thinking-1 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 2.0MAI-Thinking-1Edge
Context window1M tokens256K tokensLongCat 2.0
Max output64K tokens
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
ModalitiestexttextTie
Released2026-06-302026-08-12
Cited benchmark scores1015
Reliability

Provider status

All providers
Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run LongCat 2.0 and MAI-Thinking-1 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.