Comprehensive side-by-side LLM comparison
Claude Sonnet 4.6 leads with 10.6% higher average benchmark score. Claude Sonnet 4.6 is available on 3 providers. Overall, Claude Sonnet 4.6 is the stronger choice for coding tasks.
Anthropic
Claude Sonnet 4.6 is a general-purpose language model from Anthropic, released in February 2026 as an update to the Sonnet 4 line that introduced adaptive thinking — a mode where the model automatically calibrates its reasoning depth based on task complexity rather than requiring manual configuration by the developer. The model accepts text and image inputs and integrates natively with web search and code execution tools, consolidating capabilities that previously required separate toolchain setup into a unified API surface. It became the primary workhorse model in the Claude 4 series for code assistance, agentic pipelines, and retrieval-augmented applications that benefit from built-in web access.
ByteDance
Seed-1.8, developed by ByteDance Seed, is a generalized agentic large language model supporting text and image input, with industry-leading GUI agent capabilities and improvements in multimodal reasoning over its predecessor Seed1.5-VL. It targets information retrieval, code generation, GUI interaction, and complex agentic workflows requiring robust multimodal understanding.
2 months newer
Seed-1.8
ByteDance
2025-12-18

Claude Sonnet 4.6
Anthropic
2026-02-17
Context window and performance specifications
Average performance across 1 common benchmarks
Claude Sonnet 4.6
Seed-1.8
Performance comparison across key benchmark categories
Claude Sonnet 4.6
Seed-1.8
Claude Sonnet 4.6
2025-08
Available providers and their performance metrics
Claude Sonnet 4.6
Anthropic
AWS Bedrock
Google Cloud Vertex AI
Seed-1.8
Claude Sonnet 4.6
Seed-1.8
Claude Sonnet 4.6
Seed-1.8