Claude Sonnet 4.6 vs Seed 2.1 Evolving
At a Glance
| Compare | Claude Sonnet 4.6Anthropic | Seed 2.1 EvolvingByteDance Seed |
|---|---|---|
| Intelligence, Cost, and Efficiency | ||
| IntelligenceHigher is better · MM Intelligence v2.5 | #24 of 4660.3 score · 3/3 sources · complete | UnrankedNot in the 46-model eligible cohort |
| CostLower is better · Published-token output estimate | #31 of 44$0.198 per LiveBench case | UnrankedNot in the 44-model eligible cohort |
| EfficiencyHigher is better · MM Efficiency v1.5 | #31 of 3847.3 score · 3/3 sources · complete | UnrankedNot in the 38-model eligible cohort |
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | $3.00Anthropic ↗ · Sep 3, 2026 | Not reported |
| Output priceFrom · USD / 1M tokens | $15.00Anthropic ↗ · Sep 3, 2026 | Not reported |
| Context windowMaximum documented tokens | 1,000K | Not reported |
| Model facts checked | Sep 3, 2026View model evidence → | Sep 3, 2026View model evidence → |
Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →
Available Benchmarks
Side-by-Side Facts
| Field | Claude Sonnet 4.6 | Seed 2.1 Evolving |
|---|---|---|
| Developer | Anthropic | ByteDance Seed |
| Family | Claude 4 | Seed 2 1 |
| Model | Claude Sonnet 4.6 | Seed 2.1 Evolving |
| Version | Claude Sonnet 4.6 | Seed 2.1 Evolving |
| Lifecycle | active | active |
| Released | 2026-02-17 | 2026-06-23 |
| Knowledge cutoff | 2025-08-01 | Unknown |
| Input modalities | Text, Image | Text, Image, Video |
| Output modalities | Text | Text |
| Context window | 1,000K | Unknown |
| Total parameters | Unknown | Unknown |
| Active parameters | Unknown | Unknown |
| License | Unknown | Unknown |
| Open weights | No | No |
| API available | Yes | Yes |
| Self-hostable | No | No |
| Provider access | Anthropic (Standard), Deepinfra (Standard) | Unknown |
| Capabilities | chat, generation, reasoning, structured_outputs, tools | agents, chat, generation, reasoning, structured_outputs, tools |
Claude Sonnet 4.6 Capabilities
Seed 2.1 Evolving Capabilities
Related Comparisons
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|---|---|---|---|
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Claude Sonnet 4.6Anthropic | vs |  Qwen3.8-MaxQwen | cross-developer peersimage, text |
Claude Sonnet 4.6Anthropic | vs |  Kimi-K3Moonshot AI | cross-developer peersimage, text |
 MiniMax-M3MiniMax | vs | Claude Sonnet 4.6Anthropic | cross-developer peersimage, text |
Claude Sonnet 4.6Anthropic | vs |  GLM-5.3Z.ai | cross-developer peerstext |
Claude Sonnet 4.6Anthropic | vs |  Hy4 previewTencent | cross-developer peerstext |
Claude Sonnet 4.6Anthropic | vs | Seed 2.1 ProByteDance Seed | cross-developer peersimage, text |
Claude Sonnet 4.6Anthropic | vs |  Mistral Large 3Mistral AI | cross-developer peersimage, text |
Primary Evidence
Sources and Freshness
Questions
Claude Sonnet 4.6 vs Seed 2.1 Evolving FAQs
Is Claude Sonnet 4.6 or Seed 2.1 Evolving better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Claude Sonnet 4.6 and Seed 2.1 Evolving, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Claude Sonnet 4.6 or Seed 2.1 Evolving?+
Only Claude Sonnet 4.6 has a directly sourced input price: $3.00 per million tokens. Only Claude Sonnet 4.6 has a directly sourced output price: $15.00 per million tokens.
Which has a larger context window, Claude Sonnet 4.6 or Seed 2.1 Evolving?+
Neither model has a larger sourced context window in this comparison. Claude Sonnet 4.6 is 1,000K and Seed 2.1 Evolving is —.
Which performs better in benchmarks, Claude Sonnet 4.6 or Seed 2.1 Evolving?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can Claude Sonnet 4.6 or Seed 2.1 Evolving be self-hosted?+
Both models have the same recorded self-hosting status: unsupported. Claude Sonnet 4.6 is not marked open weight; Seed 2.1 Evolving is not marked open weight.
Can Claude Sonnet 4.6 and Seed 2.1 Evolving understand images?+
Claude Sonnet 4.6 is documented with image input; Seed 2.1 Evolving is documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, Claude Sonnet 4.6 or Seed 2.1 Evolving?+
Neither has a larger sourced maximum output. Claude Sonnet 4.6 is 128K and Seed 2.1 Evolving is —.
Do Claude Sonnet 4.6 and Seed 2.1 Evolving support reasoning and tool use?+
Claude Sonnet 4.6: reasoning, tool calling, and image input. Seed 2.1 Evolving: reasoning, tool calling, and image input. Feature support does not establish relative quality.
Which is available from more inference providers, Claude Sonnet 4.6 or Seed 2.1 Evolving?+
Claude Sonnet 4.6 has 2 sourced provider routes; Seed 2.1 Evolving has 0, so Claude Sonnet 4.6 has broader tracked availability.
Which offers better value, Claude Sonnet 4.6 or Seed 2.1 Evolving?+
There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.