LLM Reference

Gemini Robotics-ER 1.5 Preview vs GPT-4o-mini Search Preview

Gemini Robotics-ER 1.5 Preview (2025) and GPT-4o-mini Search Preview (2025) are compact production models from Google DeepMind and OpenAI. Gemini Robotics-ER 1.5 Preview ships a 32k-token context window, while GPT-4o-mini Search Preview ships a 128k-token context window. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads. It focuses on practical selection signals rather than broad model-family marketing.

GPT-4o-mini Search Preview fits 4x more tokens; pick it for long-context work and Gemini Robotics-ER 1.5 Preview for tighter calls.

Decision scorecard

Local evidence first
SignalGemini Robotics-ER 1.5 PreviewGPT-4o-mini Search Preview
Best formultimodal apps and tool-calling agentsprovider-routed production
Decision fitAgents, Vision, and JSON / Tool useRAG, Long context, and Classification
Context window32k128k
Cheapest output-$0.60/1M tokens
Provider routes1 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemini Robotics-ER 1.5 Preview when...
  • Gemini Robotics-ER 1.5 Preview uniquely exposes Vision, Multimodal, and Function calling in local model data.
  • Local decision data tags Gemini Robotics-ER 1.5 Preview for Agents, Vision, and JSON / Tool use.
Choose GPT-4o-mini Search Preview when...
  • GPT-4o-mini Search Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-4o-mini Search Preview has broader tracked provider coverage for fallback and procurement flexibility.
  • GPT-4o-mini Search Preview uniquely exposes Structured outputs in local model data.
  • Local decision data tags GPT-4o-mini Search Preview for RAG, Long context, and Classification.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Gemini Robotics-ER 1.5 Preview

Unavailable

No complete token price in local provider data

GPT-4o-mini Search Preview

$270

Cheapest tracked route/tier: OpenRouter

Cost delta unavailable until both models have sourced input and output token prices.

Switch friction

Gemini Robotics-ER 1.5 Preview -> GPT-4o-mini Search Preview
  • No overlapping tracked provider route is sourced for Gemini Robotics-ER 1.5 Preview and GPT-4o-mini Search Preview; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Vision, Multimodal, and Function calling before moving production traffic.
  • GPT-4o-mini Search Preview adds Structured outputs in local capability data.
GPT-4o-mini Search Preview -> Gemini Robotics-ER 1.5 Preview
  • No overlapping tracked provider route is sourced for GPT-4o-mini Search Preview and Gemini Robotics-ER 1.5 Preview; plan for SDK, billing, or endpoint changes.
  • Check replacement coverage for Structured outputs before moving production traffic.
  • Gemini Robotics-ER 1.5 Preview adds Vision, Multimodal, and Function calling in local capability data.

Specs

Specification
Released2025-03-122025-02-26
Context window32k128k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff-2023-10

Pricing and availability

Pricing attributeGemini Robotics-ER 1.5 PreviewGPT-4o-mini Search Preview
Input price-$0.15/1M tokens
Output price-$0.60/1M tokens
Providers

Capabilities

CapabilityGemini Robotics-ER 1.5 PreviewGPT-4o-mini Search Preview
VisionYesNo
MultimodalYesNo
ReasoningNoNo
Function callingYesNo
Tool useYesNo
Structured outputsNoYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Deep dive

The capability footprint differs most on vision: Gemini Robotics-ER 1.5 Preview, multimodal input: Gemini Robotics-ER 1.5 Preview, function calling: Gemini Robotics-ER 1.5 Preview, tool use: Gemini Robotics-ER 1.5 Preview, and structured outputs: GPT-4o-mini Search Preview. Both models share the core language-model surface, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.

Pricing coverage is uneven: Gemini Robotics-ER 1.5 Preview has no token price sourced yet and GPT-4o-mini Search Preview has $0.15/1M input tokens. Provider availability is 1 tracked routes versus 2. Treat unknown pricing as an integration gap, then verify the route you will actually call before estimating production spend.

Choose Gemini Robotics-ER 1.5 Preview when vision-heavy evaluation are central to the workload. Choose GPT-4o-mini Search Preview when long-context analysis, larger context windows, and broader provider choice are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions.

FAQ

Which has a larger context window, Gemini Robotics-ER 1.5 Preview or GPT-4o-mini Search Preview?

GPT-4o-mini Search Preview supports 128k tokens, while Gemini Robotics-ER 1.5 Preview supports 32k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Is Gemini Robotics-ER 1.5 Preview or GPT-4o-mini Search Preview open source?

Gemini Robotics-ER 1.5 Preview is listed under Proprietary. GPT-4o-mini Search Preview is listed under Proprietary. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.

Which is better for vision, Gemini Robotics-ER 1.5 Preview or GPT-4o-mini Search Preview?

Gemini Robotics-ER 1.5 Preview has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for multimodal input, Gemini Robotics-ER 1.5 Preview or GPT-4o-mini Search Preview?

Gemini Robotics-ER 1.5 Preview has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Which is better for function calling, Gemini Robotics-ER 1.5 Preview or GPT-4o-mini Search Preview?

Gemini Robotics-ER 1.5 Preview has the clearer documented function calling signal in this comparison. If function calling is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run Gemini Robotics-ER 1.5 Preview and GPT-4o-mini Search Preview?

Gemini Robotics-ER 1.5 Preview is available on Google AI Studio. GPT-4o-mini Search Preview is available on OpenRouter and Vercel AI Gateway. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-06-15. Data sourced from public model cards and provider documentation.