LLM Reference

Gemini 2.5 Pro Preview 06-05 vs GPT-4o Mini (07-18)

Gemini 2.5 Pro Preview 06-05 (2025) and GPT-4o Mini (07-18) (2024) are compact production models from Google DeepMind and OpenAI. Gemini 2.5 Pro Preview 06-05 ships a 1m-token context window, while GPT-4o Mini (07-18) ships a 128k-token context window. On Aider Polyglot, Gemini 2.5 Pro Preview 06-05 leads by 75.5 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

GPT-4o Mini (07-18) is ~733% cheaper at $0.15/1M; pay for Gemini 2.5 Pro Preview 06-05 only for coding workflow support.

Decision scorecard

Local evidence first
SignalGemini 2.5 Pro Preview 06-05GPT-4o Mini (07-18)
Best formultimodal apps and long-context analysismultimodal apps and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m128k
Cheapest output$10/1M tokens$0.60/1M tokens
Provider routes1 tracked3 tracked
Shared benchmarksAider Polyglot leader1 shared

Decision tradeoffs

Choose Gemini 2.5 Pro Preview 06-05 when...
  • Gemini 2.5 Pro Preview 06-05 holds a shared-benchmark lead on Aider Polyglot, ahead by 75.5 points.
  • Gemini 2.5 Pro Preview 06-05 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini 2.5 Pro Preview 06-05 uniquely exposes Multimodal in local model data.
  • Local decision data tags Gemini 2.5 Pro Preview 06-05 for Coding, RAG, and Agents.
Choose GPT-4o Mini (07-18) when...
  • GPT-4o Mini (07-18) has the lower cheapest tracked output price at $0.60/1M tokens.
  • GPT-4o Mini (07-18) has broader tracked provider coverage for fallback and procurement flexibility.
  • Local decision data tags GPT-4o Mini (07-18) for Coding, RAG, and Agents.

Monthly cost at traffic

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

Lower estimate GPT-4o Mini (07-18)

Gemini 2.5 Pro Preview 06-05

$3,500

Cheapest tracked route/tier: OpenRouter

GPT-4o Mini (07-18)

$270

Cheapest tracked route/tier: OpenAI API

Estimated monthly gap: $3,230. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini 2.5 Pro Preview 06-05 -> GPT-4o Mini (07-18)
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • GPT-4o Mini (07-18) is $9.40/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Multimodal before moving production traffic.
GPT-4o Mini (07-18) -> Gemini 2.5 Pro Preview 06-05
  • Provider overlap exists on OpenRouter; start route-level A/B tests there.
  • Gemini 2.5 Pro Preview 06-05 is $9.40/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Gemini 2.5 Pro Preview 06-05 adds Multimodal in local capability data.

Specs

Specification
Released2025-03-252024-07-18
Context window1m128k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff-2023-10

Pricing and availability

Pricing attributeGemini 2.5 Pro Preview 06-05GPT-4o Mini (07-18)
Input price$1.25/1M tokens$0.15/1M tokens
Output price$10/1M tokens$0.60/1M tokens
Providers

Capabilities

CapabilityGemini 2.5 Pro Preview 06-05GPT-4o Mini (07-18)
VisionYesYes
MultimodalYesNo
ReasoningNoNo
Function callingNoNo
Tool useNoNo
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGemini 2.5 Pro Preview 06-05GPT-4o Mini (07-18)
Aider Polyglot79.13.6

Deep dive

On shared benchmark coverage, Aider Polyglot has Gemini 2.5 Pro Preview 06-05 at 79.1 and GPT-4o Mini (07-18) at 3.6, with Gemini 2.5 Pro Preview 06-05 ahead by 75.5 points. The largest visible gap is 75.5 points on Aider Polyglot, which matters most when that benchmark mirrors your workload. Treat isolated benchmark wins as directional, because provider routing, prompt style, and tool access can move real application results.

The capability footprint differs most on multimodal input: Gemini 2.5 Pro Preview 06-05. Both models share vision, structured outputs, and code execution, 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.

For cost, Gemini 2.5 Pro Preview 06-05 lists $1.25/1M input and $10/1M output tokens on the cheapest tracked provider, while GPT-4o Mini (07-18) lists $0.15/1M input and $0.60/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts GPT-4o Mini (07-18) lower by about $3.59 per million blended tokens. Availability is 1 providers versus 3, so concentration risk also matters.

Choose Gemini 2.5 Pro Preview 06-05 when coding workflow support and larger context windows are central to the workload. Choose GPT-4o Mini (07-18) when coding workflow support, lower input-token cost, 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.

FAQ

Which has a larger context window, Gemini 2.5 Pro Preview 06-05 or GPT-4o Mini (07-18)?

Gemini 2.5 Pro Preview 06-05 supports 1m tokens, while GPT-4o Mini (07-18) supports 128k tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.

Which is cheaper, Gemini 2.5 Pro Preview 06-05 or GPT-4o Mini (07-18)?

GPT-4o Mini (07-18) is cheaper on tracked token pricing. Gemini 2.5 Pro Preview 06-05 costs $1.25/1M input and $10/1M output tokens. GPT-4o Mini (07-18) costs $0.15/1M input and $0.60/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is Gemini 2.5 Pro Preview 06-05 or GPT-4o Mini (07-18) open source?

Gemini 2.5 Pro Preview 06-05 is listed under Proprietary. GPT-4o Mini (07-18) 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 2.5 Pro Preview 06-05 or GPT-4o Mini (07-18)?

Both Gemini 2.5 Pro Preview 06-05 and GPT-4o Mini (07-18) expose vision. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Which is better for multimodal input, Gemini 2.5 Pro Preview 06-05 or GPT-4o Mini (07-18)?

Gemini 2.5 Pro Preview 06-05 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.

Where can I run Gemini 2.5 Pro Preview 06-05 and GPT-4o Mini (07-18)?

Gemini 2.5 Pro Preview 06-05 is available on OpenRouter. GPT-4o Mini (07-18) is available on OpenAI API, OpenRouter, and Replicate API. 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.