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Compare / head-to-head

Dola Seed 2.0 ProvsLongCat 2.0

LongCat 2.0 leads 3 of 4 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
1 – 3
LongCat 2.0 leads
Cheaper per token
list price, input + output
Larger context
LongCat 2.0
1M tokens
Provider uptime (30d)
— · —
ByteDance Seed · Meituan LongCat
Dola Seed 2.0 Pro
ByteDance Seed · released 2026-02-16
textvisionvideo
Context
256K
Max out
Input /1M
$0.5
Output /1M
$3
Cached /1M
Scores
14 · 9 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

BenchmarkDola Seed 2.0 ProLongCat 2.0ΔEdge
Reported by both · 4
GPQA Diamond92.4% 88.9% +3.5 ptDola Seed 2.0 Pro
BrowseComp77.3% 79.9% -2.6 ptLongCat 2.0
SWE-bench Multilingual71.7% 77.3% -5.6 ptLongCat 2.0
SWE-bench Pro46.9% 59.5% -12.6 ptLongCat 2.0
Only Dola Seed 2.0 Pro reports · 10
SWE-bench Verified76.5% not reported
MMLU-Pro90.1% not reported
AIME 202599% not reported
Humanity's Last Exam (no tools)33.3% not reported
LMArena Elo1447.6 not reported
BFCL v473.4% not reported
DeepResearchBench53.3% not reported
HLE-Verified73.6% not reported
SciCode48.5% not reported
Terminal-Bench 2.055.8% not reported
Only LongCat 2.0 reports · 6
FORTEnot reported73.2%
IFEvalnot reported90%
IMO-AnswerBenchnot reported81.8%
RWSearchnot reported78.8%
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 Dola Seed 2.0 Pro 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

SpecDola Seed 2.0 ProLongCat 2.0Edge
Context window256K tokens1M tokensLongCat 2.0
Max output
Input price / 1M$0.5
Output price / 1M$3
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$3.5
Modalitiestext · vision · videotextDola Seed 2.0 Pro
Released2026-02-162026-06-30
Cited benchmark scores1410
Reliability

Provider status

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Which one wins on your data?

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