Seed 2.1 Evolving vs Granite Embedding 30m English
At a Glance
| Compare | Seed 2.1 EvolvingByteDance Seed | |
|---|---|---|
| Pricing and Limits | ||
| Context windowMaximum documented tokens | Not reported | 1K |
| Model facts checked | Sep 3, 2026View model evidence → | Aug 28, 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 | Seed 2.1 Evolving | granite-embedding-30m-english |
|---|---|---|
| Developer | ByteDance Seed | IBM |
| Family | Seed 2 1 | Granite Embedding 30m English |
| Model | Seed 2.1 Evolving | granite-embedding-30m-english |
| Version | Seed 2.1 Evolving | granite-embedding-30m-english |
| Lifecycle | active | active |
| Released | 2026-06-23 | 2025-08-29 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Text, Image, Video | Text |
| Output modalities | Text | Embedding |
| Context window | Unknown | 1K |
| Total parameters | Unknown | 30.3M |
| Active parameters | Unknown | Unknown |
| License | Unknown | apache-2.0 |
| Open weights | No | Yes |
| API available | Yes | Yes |
| Self-hostable | No | Yes |
| Provider access | Unknown | Hugging Face (Standard) |
| Capabilities | agents, chat, generation, reasoning, structured_outputs, tools | embeddings |
Seed 2.1 Evolving Capabilities
Granite Embedding 30m English Capabilities
Related Comparisons
| A | Pair | B | Context |
|---|---|---|---|
Seed 2.1 EvolvingByteDance Seed | vs |  GPT-6 AstraOpenAI | cross-developer peersimage, text |
Claude Fable 5.1Anthropic | vs | Seed 2.1 EvolvingByteDance Seed | cross-developer peersimage, text |
Seed 2.1 EvolvingByteDance Seed | vs |  Gemini 3.1 ProGoogle DeepMind | cross-developer peerstext |
Seed 2.1 EvolvingByteDance Seed | vs |  DeepSeek-V4.1-FlashDeepSeek | cross-developer peersimage, text |
Seed 2.1 EvolvingByteDance Seed | vs | Grok 4.6xAI | cross-developer peersimage, text |
Seed 2.1 EvolvingByteDance Seed | vs |  Qwen3.8-MaxQwen | cross-developer peersimage, text, video |
Seed 2.1 EvolvingByteDance Seed | vs |  Kimi-K3Moonshot AI | cross-developer peersimage, text |
 MiniMax-M3MiniMax | vs | Seed 2.1 EvolvingByteDance Seed | cross-developer peersimage, text |
Seed 2.1 EvolvingByteDance Seed | vs |  GLM-5.3Z.ai | cross-developer peerstext |
Seed 2.1 EvolvingByteDance Seed | vs |  Hy4 previewTencent | cross-developer peerstext |
Seed 2.1 EvolvingByteDance Seed | vs | Seed 2.1 ProByteDance Seed | family variantsimage, text, video |
Seed 2.1 EvolvingByteDance Seed | vs |  Mistral Large 3Mistral AI | cross-developer peersimage, text |
Primary Evidence
Sources and Freshness
Questions
Seed 2.1 Evolving vs Granite Embedding 30m English FAQs
Is Seed 2.1 Evolving or Granite Embedding 30m English better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Seed 2.1 Evolving and Granite Embedding 30m English, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Seed 2.1 Evolving or Granite Embedding 30m English?+
Neither model has a directly sourced input price in this comparison. Neither model has a directly sourced output price in this comparison.
Which has a larger context window, Seed 2.1 Evolving or Granite Embedding 30m English?+
Neither model has a larger sourced context window in this comparison. Seed 2.1 Evolving is — and Granite Embedding 30m English is 1K.
Which performs better in benchmarks, Seed 2.1 Evolving or Granite Embedding 30m English?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can Seed 2.1 Evolving or Granite Embedding 30m English be self-hosted?+
Granite Embedding 30m English is the only model in this pair currently marked as self-hostable. Seed 2.1 Evolving is not marked open weight; Granite Embedding 30m English is open weight.
Can Seed 2.1 Evolving and Granite Embedding 30m English understand images?+
Seed 2.1 Evolving is documented with image input; Granite Embedding 30m English is not documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, Seed 2.1 Evolving or Granite Embedding 30m English?+
Neither has a larger sourced maximum output. Seed 2.1 Evolving is — and Granite Embedding 30m English is —.
Do Seed 2.1 Evolving and Granite Embedding 30m English support reasoning and tool use?+
Seed 2.1 Evolving: reasoning, tool calling, and image input. Granite Embedding 30m English: none of these features are definitively sourced. Feature support does not establish relative quality.
Which is available from more inference providers, Seed 2.1 Evolving or Granite Embedding 30m English?+
Seed 2.1 Evolving has 0 sourced provider routes; Granite Embedding 30m English has 1, so Granite Embedding 30m English has broader tracked availability.
Which offers better value, Seed 2.1 Evolving or Granite Embedding 30m English?+
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.