Olmo 3.1 32B Instruct vs Gemini Robotics 2

At a Glance

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Gemini Robotics 2Google DeepMind
Pricing and Limits
Context windowMaximum documented tokens66KNot reported
Model facts checkedAug 28, 2026View model evidence →Aug 29, 2026View model evidence →
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

FieldOlmo-3.1-32B-InstructGemini Robotics 2
DeveloperAi2Google DeepMind
FamilyOlmo 3 1 32b InstructGemini Robotics
ModelOlmo-3.1-32B-InstructGemini Robotics 2
VersionOlmo-3.1-32B-Instruct2
Lifecycleactivepreview
ReleasedUnknown2026-07-30
Knowledge cutoffUnknownUnknown
Input modalitiesTextText, Image, Robot state
Output modalitiesTextRobot action
Context window66KUnknown
Total parameters32.2BUnknown
Active parametersUnknownUnknown
Licenseapache-2.0Unknown
Open weightsYesNo
API availableUnknownUnknown
Self-hostableYesUnknown
Provider accessUnknownUnknown
Capabilitieschat, generation, toolscross-embodiment, dexterous-manipulation, whole-body-control, multi-robot-collaboration
Robotics model typeUnknownVision-language-action model
Action representationUnknownMotor-control actions
Control architectureUnknownVision-language-action model
Inference locationUnknownUnknown
Native control rate (Hz)UnknownUnknown
Supported embodimentsUnknownApptronik Apollo 2 with Inspire hands, Apptronik Apollo 2 with Sharpa hands, Franka Duo with Robotiq gripper
Training dataUnknownNot disclosed in the cited model page.

Olmo 3.1 32B Instruct Capabilities

chatgenerationtools
Model typeUnknown
InferenceUnknown
Action representationUnknown
Supported embodimentsUnknown
Canonical IDallenai/Olmo-3.1-32B-Instruct

Gemini Robotics 2 Capabilities

cross-embodimentdexterous-manipulationwhole-body-controlmulti-robot-collaboration
Model typeVision-language-action model
InferenceUnknown
Action representationMotor-control actions
Supported embodiments3
Canonical IDgoogle-deepmind/gemini-robotics-2

Primary Evidence

Sources and Freshness

Questions

Olmo 3.1 32B Instruct vs Gemini Robotics 2 FAQs

Is Olmo 3.1 32B Instruct or Gemini Robotics 2 better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Olmo 3.1 32B Instruct and Gemini Robotics 2, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, Olmo 3.1 32B Instruct or Gemini Robotics 2?+

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, Olmo 3.1 32B Instruct or Gemini Robotics 2?+

Neither model has a larger sourced context window in this comparison. Olmo 3.1 32B Instruct is 66K and Gemini Robotics 2 is —.

Which performs better in benchmarks, Olmo 3.1 32B Instruct or Gemini Robotics 2?+

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

Can Olmo 3.1 32B Instruct or Gemini Robotics 2 be self-hosted?+

Olmo 3.1 32B Instruct is the only model in this pair currently marked as self-hostable. Olmo 3.1 32B Instruct is open weight; Gemini Robotics 2 is not marked open weight.

Can Olmo 3.1 32B Instruct and Gemini Robotics 2 understand images?+

Olmo 3.1 32B Instruct is not documented with image input; Gemini Robotics 2 is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, Olmo 3.1 32B Instruct or Gemini Robotics 2?+

Neither has a larger sourced maximum output. Olmo 3.1 32B Instruct is 33K and Gemini Robotics 2 is —.

Do Olmo 3.1 32B Instruct and Gemini Robotics 2 support reasoning and tool use?+

Olmo 3.1 32B Instruct: tool calling. Gemini Robotics 2: image input. Feature support does not establish relative quality.

Which is available from more inference providers, Olmo 3.1 32B Instruct or Gemini Robotics 2?+

Olmo 3.1 32B Instruct has 0 sourced provider routes; Gemini Robotics 2 has 0, a tie.

Which offers better value, Olmo 3.1 32B Instruct or Gemini Robotics 2?+

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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