Qwen3 Embedding 8B vs Seed 2.1 Evolving
At a Glance
| Compare | Seed 2.1 EvolvingByteDance Seed | |
|---|---|---|
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | $0.010Deepinfra ↗ · Sep 22, 2026 | Not reported |
| Context windowMaximum documented tokens | 33K | 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 | Qwen3 Embedding 8B | Seed 2.1 Evolving |
|---|---|---|
| Developer | Qwen | ByteDance Seed |
| Family | Qwen3 Embedding | Seed 2 1 |
| Model | Qwen3 Embedding 8B | Seed 2.1 Evolving |
| Version | Qwen3 Embedding 8B | Seed 2.1 Evolving |
| Lifecycle | active | active |
| Released | 2025-06-03 | 2026-06-23 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Text | Text, Image, Video |
| Output modalities | Embedding | Text |
| Context window | 33K | Unknown |
| Total parameters | 8B | Unknown |
| Active parameters | Unknown | Unknown |
| License | apache-2.0 | Unknown |
| Open weights | Yes | No |
| API available | Yes | Yes |
| Self-hostable | Yes | No |
| Provider access | Deepinfra (Standard), Fireworks Ai (Standard) | Unknown |
| Capabilities | embeddings, multilingual, retrieval | agents, chat, generation, reasoning, structured_outputs, tools |
Qwen3 Embedding 8B Capabilities
Seed 2.1 Evolving Capabilities
Related Comparisons
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|---|---|---|---|
| vs |  GPT-6 AstraOpenAI | cross-developer peers | |
| vs | Claude Fable 5.1Anthropic | cross-developer peers | |
| vs |  Gemini 3.1 ProGoogle DeepMind | cross-developer peers | |
| vs |  DeepSeek-V4.1-FlashDeepSeek | cross-developer peers | |
| vs | Grok 4.6xAI | cross-developer peers | |
| vs |  Qwen3.8-MaxQwen | family variants | |
| vs |  Kimi-K3Moonshot AI | cross-developer peersembedding | |
 MiniMax-M3MiniMax | vs | cross-developer peers | |
| vs |  GLM-5.3Z.ai | cross-developer peers | |
| vs |  Hy4 previewTencent | cross-developer peers | |
| vs | Seed 2.1 ProByteDance Seed | cross-developer peers | |
| vs |  Mistral Large 3Mistral AI | cross-developer peers |
Primary Evidence
Sources and Freshness
Questions
Qwen3 Embedding 8B vs Seed 2.1 Evolving FAQs
Is Qwen3 Embedding 8B or Seed 2.1 Evolving better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Qwen3 Embedding 8B and Seed 2.1 Evolving, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Qwen3 Embedding 8B or Seed 2.1 Evolving?+
Only Qwen3 Embedding 8B has a directly sourced input price: $0.010 per million tokens. Neither model has a directly sourced output price in this comparison.
Which has a larger context window, Qwen3 Embedding 8B or Seed 2.1 Evolving?+
Neither model has a larger sourced context window in this comparison. Qwen3 Embedding 8B is 33K and Seed 2.1 Evolving is —.
Which performs better in benchmarks, Qwen3 Embedding 8B 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 Qwen3 Embedding 8B or Seed 2.1 Evolving be self-hosted?+
Qwen3 Embedding 8B is the only model in this pair currently marked as self-hostable. Qwen3 Embedding 8B is open weight; Seed 2.1 Evolving is not marked open weight.
Can Qwen3 Embedding 8B and Seed 2.1 Evolving understand images?+
Qwen3 Embedding 8B is not 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, Qwen3 Embedding 8B or Seed 2.1 Evolving?+
Neither has a larger sourced maximum output. Qwen3 Embedding 8B is — and Seed 2.1 Evolving is —.
Do Qwen3 Embedding 8B and Seed 2.1 Evolving support reasoning and tool use?+
Qwen3 Embedding 8B: none of these features are definitively sourced. Seed 2.1 Evolving: reasoning, tool calling, and image input. Feature support does not establish relative quality.
Which is available from more inference providers, Qwen3 Embedding 8B or Seed 2.1 Evolving?+
Qwen3 Embedding 8B has 2 sourced provider routes; Seed 2.1 Evolving has 0, so Qwen3 Embedding 8B has broader tracked availability.
Which offers better value, Qwen3 Embedding 8B 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.