Granite Embedding 311m Multilingual r2 vs Grok 4.5

At a Glance

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Intelligence, Cost, and Efficiency
IntelligenceHigher is better · MM Intelligence v2.5UnrankedNot in the 46-model eligible cohort#25 of 4660.1 score · 3/3 sources · complete
CostLower is better · Published-token output estimateUnrankedNot in the 44-model eligible cohort#15 of 44$0.063 per LiveBench case
EfficiencyHigher is better · MM Efficiency v1.5UnrankedNot in the 38-model eligible cohort#11 of 3859.2 score · 3/3 sources · complete
Pricing and Limits
Input priceFrom · USD / 1M tokensNot reported$2.00Xai · Sep 3, 2026
Output priceFrom · USD / 1M tokensNot reported$6.00Xai · Sep 3, 2026
Context windowMaximum documented tokens33K500K
Model facts checkedAug 28, 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 →

Different Model RolesThese models do not share a sourced market category. Their primary-source facts remain comparable below, while performance claims require matched evidence.

Available Benchmarks

All benchmark results →
No Protocol-Matched Benchmark Yet.Results appear here only when both models share the same benchmark version, metric, evaluation protocol, and evidence class.

Side-by-Side Facts

Fieldgranite-embedding-311m-multilingual-r2Grok 4.5
DeveloperIBMxAI
FamilyGranite Embedding 311m Multilingual R2Grok 4
Modelgranite-embedding-311m-multilingual-r2Grok 4.5
Versiongranite-embedding-311m-multilingual-r2Grok 4.5
Lifecycleactiveactive
Released2026-04-292026-07-16
Knowledge cutoffUnknownUnknown
Input modalitiesTextText, Image
Output modalitiesEmbeddingText
Context window33K500K
Total parameters311.7MUnknown
Active parametersUnknownUnknown
Licenseapache-2.0Unknown
Open weightsYesNo
API availableYesYes
Self-hostableYesNo
Provider accessHugging Face (Standard)Xai (Standard)
Capabilitiesembeddingschat, generation, reasoning, structured_outputs, tools

Granite Embedding 311m Multilingual r2 Capabilities

embeddings
Serving providers1
Canonical IDibm-granite/granite-embedding-311m-multilingual-r2

Grok 4.5 Capabilities

chatgenerationreasoningstructured outputstools
Serving providers1
Canonical IDxai/grok-4.5

Primary Evidence

Sources and Freshness

Questions

Granite Embedding 311m Multilingual r2 vs Grok 4.5 FAQs

Is Granite Embedding 311m Multilingual r2 or Grok 4.5 better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Granite Embedding 311m Multilingual r2 and Grok 4.5, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, Granite Embedding 311m Multilingual r2 or Grok 4.5?+

Only Grok 4.5 has a directly sourced input price: $2.00 per million tokens. Only Grok 4.5 has a directly sourced output price: $6.00 per million tokens.

Which has a larger context window, Granite Embedding 311m Multilingual r2 or Grok 4.5?+

Grok 4.5 has the larger sourced context window. Granite Embedding 311m Multilingual r2 supports 33K and Grok 4.5 supports 500K.

Which performs better in benchmarks, Granite Embedding 311m Multilingual r2 or Grok 4.5?+

There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.

Can Granite Embedding 311m Multilingual r2 or Grok 4.5 be self-hosted?+

Granite Embedding 311m Multilingual r2 is the only model in this pair currently marked as self-hostable. Granite Embedding 311m Multilingual r2 is open weight; Grok 4.5 is not marked open weight.

Can Granite Embedding 311m Multilingual r2 and Grok 4.5 understand images?+

Granite Embedding 311m Multilingual r2 is not documented with image input; Grok 4.5 is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, Granite Embedding 311m Multilingual r2 or Grok 4.5?+

Neither has a larger sourced maximum output. Granite Embedding 311m Multilingual r2 is — and Grok 4.5 is —.

Do Granite Embedding 311m Multilingual r2 and Grok 4.5 support reasoning and tool use?+

Granite Embedding 311m Multilingual r2: none of these features are definitively sourced. Grok 4.5: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, Granite Embedding 311m Multilingual r2 or Grok 4.5?+

Granite Embedding 311m Multilingual r2 has 1 sourced provider route; Grok 4.5 has 1, a tie.

Which offers better value, Granite Embedding 311m Multilingual r2 or Grok 4.5?+

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.

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