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Compare / head-to-head

DeepSeek V4.1 FlashvsLongCat 2.0

DeepSeek V4.1 Flash leads 2 of 2 shared benchmarks. Both offer a 1M-token context window.

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

Shared benchmarks
2 – 0
DeepSeek V4.1 Flash leads
Cheaper per token
list price, input + output
Larger context
Tie
both 1M tokens
Provider uptime (30d)
100% · —
DeepSeek · Meituan LongCat
DeepSeek V4.1 Flash
DeepSeek · released 2026-09-10
textvision
Context
1M
Max out
384K
Input /1M
$0.14
Output /1M
$0.28
Cached /1M
$0.003
Scores
3 · 1 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

BenchmarkDeepSeek V4.1 FlashLongCat 2.0ΔEdge
Reported by both · 2
GPQA Diamond90.9% 88.9% +2 ptDeepSeek V4.1 Flash
Terminal-Bench 2.190.6% 70.8% +19.8 ptDeepSeek V4.1 Flash
Only DeepSeek V4.1 Flash reports · 1
DeepSWE v1.174.2% not reported
Only LongCat 2.0 reports · 8
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%
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 DeepSeek V4.1 Flash 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

SpecDeepSeek V4.1 FlashLongCat 2.0Edge
Context window1M tokens1M tokensTie
Max output384K tokens
Input price / 1M$0.14
Output price / 1M$0.28
Cached input / 1M$0.003
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$0.42
Modalitiestext · visiontextDeepSeek V4.1 Flash
Released2026-09-102026-06-30
Cited benchmark scores310
Reliability

Provider status

All providers
More matchups

DeepSeek V4.1 Flash vs …

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Which one wins on your data?

Public benchmarks are a starting point. Run DeepSeek V4.1 Flash and LongCat 2.0 on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.