Seed 2.1 Pro vs Granite Embedding 311m Multilingual r2
At a Glance
| Compare | Seed 2.1 ProByteDance Seed | |
|---|---|---|
| Pricing and Limits | ||
| Context windowMaximum documented tokens | Not reported | 33K |
| 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 Pro | granite-embedding-311m-multilingual-r2 |
|---|---|---|
| Developer | ByteDance Seed | IBM |
| Family | Seed 2 1 | Granite Embedding 311m Multilingual R2 |
| Model | Seed 2.1 Pro | granite-embedding-311m-multilingual-r2 |
| Version | Seed 2.1 Pro | granite-embedding-311m-multilingual-r2 |
| Lifecycle | active | active |
| Released | 2026-06-23 | 2026-04-29 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Text, Image, Video | Text |
| Output modalities | Text | Embedding |
| Context window | Unknown | 33K |
| Total parameters | Unknown | 311.7M |
| 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, computer-use, generation, reasoning, structured_outputs, tools | embeddings |
Seed 2.1 Pro Capabilities
Granite Embedding 311m Multilingual r2 Capabilities
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Primary Evidence
Sources and Freshness
Questions
Seed 2.1 Pro vs Granite Embedding 311m Multilingual r2 FAQs
Is Seed 2.1 Pro or Granite Embedding 311m Multilingual r2 better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Seed 2.1 Pro and Granite Embedding 311m Multilingual r2, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Seed 2.1 Pro or Granite Embedding 311m Multilingual r2?+
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 Pro or Granite Embedding 311m Multilingual r2?+
Neither model has a larger sourced context window in this comparison. Seed 2.1 Pro is — and Granite Embedding 311m Multilingual r2 is 33K.
Which performs better in benchmarks, Seed 2.1 Pro or Granite Embedding 311m Multilingual r2?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can Seed 2.1 Pro or Granite Embedding 311m Multilingual r2 be self-hosted?+
Granite Embedding 311m Multilingual r2 is the only model in this pair currently marked as self-hostable. Seed 2.1 Pro is not marked open weight; Granite Embedding 311m Multilingual r2 is open weight.
Can Seed 2.1 Pro and Granite Embedding 311m Multilingual r2 understand images?+
Seed 2.1 Pro is documented with image input; Granite Embedding 311m Multilingual r2 is not documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, Seed 2.1 Pro or Granite Embedding 311m Multilingual r2?+
Neither has a larger sourced maximum output. Seed 2.1 Pro is — and Granite Embedding 311m Multilingual r2 is —.
Do Seed 2.1 Pro and Granite Embedding 311m Multilingual r2 support reasoning and tool use?+
Seed 2.1 Pro: reasoning, tool calling, and image input. Granite Embedding 311m Multilingual r2: none of these features are definitively sourced. Feature support does not establish relative quality.
Which is available from more inference providers, Seed 2.1 Pro or Granite Embedding 311m Multilingual r2?+
Seed 2.1 Pro has 0 sourced provider routes; Granite Embedding 311m Multilingual r2 has 1, so Granite Embedding 311m Multilingual r2 has broader tracked availability.
Which offers better value, Seed 2.1 Pro or Granite Embedding 311m Multilingual r2?+
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.