Granite 4.2 8B vs Granite Embedding 311m Multilingual r2

At a Glance

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Pricing and Limits
Input priceFrom · USD / 1M tokens$0.060Deepinfra · Sep 22, 2026Not reported
Output priceFrom · USD / 1M tokens$0.25Deepinfra · Sep 22, 2026Not reported
Context windowMaximum documented tokens131K33K
Model facts checkedSep 2, 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 →

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 4.2 8Bgranite-embedding-311m-multilingual-r2
DeveloperIBMIBM
FamilyGranite 4 2Granite Embedding 311m Multilingual R2
ModelGranite 4.2 8Bgranite-embedding-311m-multilingual-r2
VersionGranite 4.2 8Bgranite-embedding-311m-multilingual-r2
Lifecycleactiveactive
Released2026-08-252026-04-29
Knowledge cutoffUnknownUnknown
Input modalitiesTextText
Output modalitiesTextEmbedding
Context window131K33K
Total parameters8.8B311.7M
Active parametersUnknownUnknown
Licenseapache-2.0apache-2.0
Open weightsYesYes
API availableYesYes
Self-hostableYesYes
Provider accessDeepinfra (Standard), Openrouter (Standard)Hugging Face (Standard)
Capabilitieschat, generation, reasoning, structured_outputs, toolsembeddings

Granite 4.2 8B Capabilities

chatgenerationreasoningstructured outputstools
Serving providers2
Canonical IDibm-granite/granite-4.2-8b

Granite Embedding 311m Multilingual r2 Capabilities

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

Primary Evidence

Sources and Freshness

Questions

Granite 4.2 8B vs Granite Embedding 311m Multilingual r2 FAQs

Is Granite 4.2 8B or Granite Embedding 311m Multilingual r2 better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Granite 4.2 8B 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, Granite 4.2 8B or Granite Embedding 311m Multilingual r2?+

Only Granite 4.2 8B has a directly sourced input price: $0.060 per million tokens. Only Granite 4.2 8B has a directly sourced output price: $0.25 per million tokens.

Which has a larger context window, Granite 4.2 8B or Granite Embedding 311m Multilingual r2?+

Granite 4.2 8B has the larger sourced context window. Granite 4.2 8B supports 131K and Granite Embedding 311m Multilingual r2 supports 33K.

Which performs better in benchmarks, Granite 4.2 8B 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 Granite 4.2 8B or Granite Embedding 311m Multilingual r2 be self-hosted?+

Both models have the same recorded self-hosting status: supported. Granite 4.2 8B is open weight; Granite Embedding 311m Multilingual r2 is open weight.

Can Granite 4.2 8B and Granite Embedding 311m Multilingual r2 understand images?+

Granite 4.2 8B is not 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, Granite 4.2 8B or Granite Embedding 311m Multilingual r2?+

Neither has a larger sourced maximum output. Granite 4.2 8B is — and Granite Embedding 311m Multilingual r2 is —.

Do Granite 4.2 8B and Granite Embedding 311m Multilingual r2 support reasoning and tool use?+

Granite 4.2 8B: reasoning and tool calling. 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, Granite 4.2 8B or Granite Embedding 311m Multilingual r2?+

Granite 4.2 8B has 2 sourced provider routes; Granite Embedding 311m Multilingual r2 has 1, so Granite 4.2 8B has broader tracked availability.

Which offers better value, Granite 4.2 8B 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.

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