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Compare / head-to-head

DeepSeek V3vsSeed2.1 Pro

DeepSeek V3 and Seed2.1 Pro do not yet share a public benchmark, so quality cannot be compared apples-to-apples.

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

Shared benchmarks
0
no overlap yet
Cheaper per token
list price, input + output
Larger context
both 128K tokens
Provider uptime (30d)
100% · —
DeepSeek · ByteDance Seed
DeepSeek V3
DeepSeek · released 2024-12-26
text
Context
128K
Max out
8K
Input /1M
Output /1M
Cached /1M
Scores
8 · 7 core
Seed2.1 Pro
ByteDance Seed · released 2026-07-13
textvisionvideo
Context
Max out
Input /1M
Output /1M
Cached /1M
Scores
26 · 2 core
Quality

Benchmark matrix

BenchmarkDeepSeek V3Seed2.1 ProΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only DeepSeek V3 reports · 7
SWE-bench Verified42% not reported
GPQA Diamond59.1% not reported
MMLU88.5% not reported
MMLU-Pro75.9% not reported
AIME 202525% matharenanot reported
LMArena Elo1332.4 not reported
OTIS Mock AIME 2024-2025 (Epoch AI run)15.8% epochnot reported
Only Seed2.1 Pro reports · 26
Agent Startup Benchnot reported68.8%
BabyVisionnot reported73.7%
BeyondAIMEnot reported87%
CharXiv-RQnot reported85.4%
CharXiv-RQ (with tools)not reported86.4%
ERQAnot reported72%
KINAnot reported48.3%
MathVisionnot reported92.6%
MathVision (with tools)not reported94.5%
Minerva Video Reasoningnot reported70.7%
MMLongBench 128Knot reported78.3%
MMMU-Pronot reported81.6%
MMMU-Pro (with tools)not reported82.7%
NL2Repo-Benchnot reported47%
OVOBenchnot reported80.7%
SuperGPQAnot reported70.8%
SWE-Atlasnot reported35.2%
Terminal-Bench 2.1not reported71%
TOMATOnot reported79.5%
VideoMMEnot reported89.2%
VideoSimpleQAnot reported76.4%
Workspace Benchnot reported53%
WorldVQAnot reported53%
xDailyBenchnot reported61%
ZEROBenchnot reported18%
ZEROBench (with tools)not reported22%
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 V3 minus Seed2.1 Pro 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 V3Seed2.1 ProEdge
Context window128K tokens
Max output8K tokens
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
Modalitiestexttext · vision · videoSeed2.1 Pro
Released2024-12-262026-07-13
Cited benchmark scores826
Reliability

Provider status

All providers
More matchups

DeepSeek V3 vs …

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Which one wins on your data?

Public benchmarks are a starting point. Run DeepSeek V3 and Seed2.1 Pro on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.