Comprehensive side-by-side LLM comparison
Seed 2.0 Pro leads with 2.0% higher average benchmark score. Seed 2.0 Pro offers 40.4K more tokens in context window than Claude Opus 4.1. Seed 2.0 Pro is $87.16 cheaper per million tokens. Claude Opus 4.1 is available on 3 providers. Both models have their strengths depending on your specific coding needs.
Anthropic
Claude Opus 4.1, released by Anthropic in August 2025, is a large language model from the Claude 4 family optimized for demanding reasoning, multi-step coding, and extended analysis tasks. It features a 200K token context window, 32K maximum output tokens, native image understanding, and extended thinking capabilities. Opus 4.1 targets complex problem-solving, multi-turn reasoning workflows, and applications requiring deep analysis with integrated tool use.
ByteDance
Seed 2.0 Pro is ByteDance's flagship general-purpose model, released in February 2026 under the Doubao brand through the Volcengine API platform, developed by the company's Seed research team as a foundation for agentic applications requiring long-horizon reasoning and multimodal input comprehension. The model accepts text, images, and extended video — including hour-length recordings — targeting enterprise use cases in long-form document analysis, agentic coding (integrated with ByteDance's TRAE IDE), and multi-turn reasoning tasks. It anchors a three-tier product family alongside Seed 2.0 Lite and Mini, positioned as ByteDance's response to frontier model competition in the Chinese and global enterprise AI markets.
6 months newer

Claude Opus 4.1
Anthropic
2025-08-05
Seed 2.0 Pro
ByteDance
2026-02-14
Cost per million tokens (USD)
Claude Opus 4.1
Seed 2.0 Pro
Context window and performance specifications
Average performance across 1 common benchmarks
Claude Opus 4.1
Seed 2.0 Pro
Performance comparison across key benchmark categories
Claude Opus 4.1
Seed 2.0 Pro
Claude Opus 4.1
2025-01
Available providers and their performance metrics
Claude Opus 4.1
Anthropic
AWS Bedrock
Google Cloud Vertex AI
Seed 2.0 Pro
Claude Opus 4.1
Seed 2.0 Pro
Claude Opus 4.1
Seed 2.0 Pro
ByteDance API