GPT-5.1 Codex High vs Seed 2.0 Pro Comparison

Comparing GPT-5.1 Codex High and Seed 2.0 Pro across benchmarks, pricing, and capabilities.

Performance Benchmarks

Comparative analysis across standard metrics

1 benchmarks

GPT-5.1 Codex High outperforms in 0 benchmarks, while Seed 2.0 Pro is better at 1 benchmark (AIME 2025).

Seed 2.0 Pro significantly outperforms across most benchmarks.

Sat Mar 14 2026 • llm-stats.com

Arena Performance

Human preference votes

Pricing Analysis

Price comparison per million tokens

Cost data unavailable.

Lowest available price from all providers
Sat Mar 14 2026 • llm-stats.com
OpenAI
GPT-5.1 Codex High
Input tokens$1.25
Output tokens$10.00
Best providerOpenAI
ByteDance
Seed 2.0 Pro
Input tokens$0.00
Output tokens$0.00
Best providerUnknown Organization
Notice missing or incorrect data?Start an Issue

Context Window

Maximum input and output token capacity

Only GPT-5.1 Codex High specifies input context (400,000 tokens). Only GPT-5.1 Codex High specifies output context (128,000 tokens).

OpenAI
GPT-5.1 Codex High
Input400,000 tokens
Output128,000 tokens
ByteDance
Seed 2.0 Pro
Input- tokens
Output- tokens
Sat Mar 14 2026 • llm-stats.com

Input Capabilities

Supported data types and modalities

Both GPT-5.1 Codex High and Seed 2.0 Pro support multimodal inputs.

They are both capable of processing various types of data, offering versatility in application.

GPT-5.1 Codex High

Text
Images
Audio
Video

Seed 2.0 Pro

Text
Images
Audio
Video

License

Usage and distribution terms

Both models are licensed under proprietary licenses.

Both models have usage restrictions defined by their respective organizations.

GPT-5.1 Codex High

Proprietary

Closed source

Seed 2.0 Pro

Proprietary

Closed source

Release Timeline

When each model was launched

GPT-5.1 Codex High was released on 2025-11-12, while Seed 2.0 Pro was released on 2026-02-14.

Seed 2.0 Pro is 3 months newer than GPT-5.1 Codex High.

GPT-5.1 Codex High

Nov 12, 2025

4 months ago

Seed 2.0 Pro

Feb 14, 2026

4 weeks ago

3mo newer

Knowledge Cutoff

When training data ends

Seed 2.0 Pro has a documented knowledge cutoff of 2024-01-01, while GPT-5.1 Codex High's cutoff date is not specified.

We can confirm Seed 2.0 Pro's training data extends to 2024-01-01, but cannot make a direct comparison without GPT-5.1 Codex High's cutoff date.

GPT-5.1 Codex High

Seed 2.0 Pro

Jan 2024

Outputs Comparison

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Key Takeaways

Larger context window (400,000 tokens)
Higher AIME 2025 score (98.3% vs 96.7%)

Detailed Comparison

AI Model Comparison Table
Feature
OpenAI
GPT-5.1 Codex High
ByteDance
Seed 2.0 Pro