Model comparison

Seed 2.0 Pro vs o3-pro

Seed 2.0 Pro and o3-pro score almost the same on the Noometry Index (42.5 vs 42.7), so choose on price, context window or the category you care about most.

Last verified . 0 shared benchmarks.

Seed 2.0 Pro ByteDance Seed

42.5

Rank #97 Confirmed

o3-pro OpenAI

42.7

Rank #94 Confirmed

Summary

  • The widest gap is in long context, where o3-pro leads 72.1 to 43.6.
  • Seed 2.0 Pro is cheaper at $0.50 / $3 per million input/output tokens, against $20 / $80 for o3-pro.
  • Seed 2.0 Pro accepts more context: 256K tokens versus 200K.

Side by side

Seed 2.0 Pro and o3-pro specifications
Seed 2.0 Proo3-pro
ProviderByteDance SeedOpenAI
Noometry Index42.542.7
Released2026-02-142025-06-10
WeightsProprietaryProprietary
Context window256K200K
Max output128K100K
Input $ / M tokens$0.50$20
Output $ / M tokens$3$80
Results tracked2012

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Category by category

Coding o3-pro leads

Seed 2.0 Pro: 42.9 (#84), o3-pro: 55.1 (#22)

Coding benchmarks
BenchmarkSeed 2.0 Proo3-pro
Aider Polyglot—84.9%
WeirdML—58.2%
LMArena Coding1472—

Reasoning Too close to call

Seed 2.0 Pro: 23.1 (#167), o3-pro: 24.1 (#152)

Reasoning benchmarks
BenchmarkSeed 2.0 Proo3-pro
ARC-AGI-2—4.9%
Kagi LLM Benchmark—72.1%
NYT Connections (extended)28.4%—
ARC-AGI-1—59.3%
Thematic Generalization57.1%—
LMArena Hard Prompts1453—
DTBench—86.9%
LMCA—38.5%
Epoch Capabilities Index—147.43

Math Not comparable

Seed 2.0 Pro: 36.5 (#110), o3-pro: —

Math benchmarks
BenchmarkSeed 2.0 Proo3-pro
LMArena Math1440—

Knowledge Seed 2.0 Pro leads

Seed 2.0 Pro: 39.6 (#119), o3-pro: 29.0 (#234)

Knowledge benchmarks
BenchmarkSeed 2.0 Proo3-pro
Confabulations—14.2%
Vectara Hallucination Rate—23.3%
LMArena Expert1440—

Multimodal Not comparable

Seed 2.0 Pro: 40.8 (#34), o3-pro: —

Multimodal benchmarks
BenchmarkSeed 2.0 Proo3-pro
LMArena Vision1275—

Multilingual Not comparable

Seed 2.0 Pro: 54.8 (#37), o3-pro: —

Multilingual benchmarks
BenchmarkSeed 2.0 Proo3-pro
LMArena Non-English1442—
LMArena Chinese1490—
LMArena French1470—
LMArena German1443—
LMArena Japanese1408—
LMArena Korean1412—
LMArena Russian1450—
LMArena Spanish1460—

Instruction Following Not comparable

Seed 2.0 Pro: 74.7 (#86), o3-pro: —

Instruction Following benchmarks
BenchmarkSeed 2.0 Proo3-pro
LMArena Instruction Following1414—

Long Context o3-pro leads

Seed 2.0 Pro: 43.6 (#85), o3-pro: 72.1 (#1)

Long Context benchmarks
BenchmarkSeed 2.0 Proo3-pro
Fiction.LiveBench—97.2%
LMArena Longer Query1428—

Writing & Preference Seed 2.0 Pro leads

Seed 2.0 Pro: 63.0 (#66), o3-pro: 57.1 (#128)

Writing & Preference benchmarks
BenchmarkSeed 2.0 Proo3-pro
LMArena Text1448—
LMArena Creative Writing1406—
Short-Story Creative Writing—84.4%
LMArena Multi-Turn1441—

Frequently asked questions

Is Seed 2.0 Pro better than o3-pro?

Seed 2.0 Pro and o3-pro score almost the same on the Noometry Index (42.5 vs 42.7), so choose on price, context window or the category you care about most.

Which is cheaper, Seed 2.0 Pro or o3-pro?

Seed 2.0 Pro is cheaper. It lists at $0.50 per million input tokens and $3 per million output tokens; o3-pro lists at $20 and $80.

Is Seed 2.0 Pro or o3-pro better for coding?

o3-pro scores higher on coding benchmarks: 55.1 versus 42.9 in the Noometry coding category.

Which has the bigger context window?

Seed 2.0 Pro does, with 256K tokens against 200K.

How many benchmarks do Seed 2.0 Pro and o3-pro share?

0 benchmarks have published results for both models. Seed 2.0 Pro has 20 scored results on Noometry and o3-pro has 12.

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