LLM Reference

Gemini 2.5 Flash vs o3 Mini

Gemini 2.5 Flash (2025) and o3 Mini (2025) are frontier reasoning models from Google DeepMind and OpenAI. Gemini 2.5 Flash ships a 1m-token context window, while o3 Mini ships a 200k-token context window. On MMLU PRO, Gemini 2.5 Flash leads by 9.3 pts. On pricing, Gemini 2.5 Flash costs $0.30/1M input tokens versus $1.10/1M for the alternative. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Gemini 2.5 Flash is ~267% cheaper at $0.30/1M; pay for o3 Mini only for coding workflow support.

Decision scorecard

Local evidence first
SignalGemini 2.5 Flasho3 Mini
Best formultimodal apps, tool-calling agents, and long-context analysisreasoning-heavy apps, tool-calling agents, and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m200k
Cheapest output$2.50/1M tokens$4.40/1M tokens
Provider routes6 tracked4 tracked
Shared benchmarksMMLU PRO leader4 shared

Decision tradeoffs

Choose Gemini 2.5 Flash when...
  • Gemini 2.5 Flash holds a shared-benchmark lead on MMLU PRO, ahead by 9.3 points.
  • Gemini 2.5 Flash has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini 2.5 Flash has the lower cheapest tracked output price at $2.50/1M tokens.
  • Gemini 2.5 Flash has broader tracked provider coverage for fallback and route flexibility.
  • Gemini 2.5 Flash uniquely exposes Vision and Multimodal in local model data.
Choose o3 Mini when...
  • o3 Mini holds a shared-benchmark lead on Chatbot Arena, ahead by 15 points.
  • o3 Mini uniquely exposes Reasoning in local model data.
  • Local decision data tags o3 Mini 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 Gemini 2.5 Flash

Gemini 2.5 Flash

$865

Cheapest tracked route/tier: Google AI Studio

o3 Mini

$1,980

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $1,115. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini 2.5 Flash -> o3 Mini
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • o3 Mini is $1.90/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Vision and Multimodal before moving production traffic.
  • o3 Mini adds Reasoning in local capability data.
o3 Mini -> Gemini 2.5 Flash
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • Gemini 2.5 Flash is $1.90/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning before moving production traffic.
  • Gemini 2.5 Flash adds Vision and Multimodal in local capability data.

Specs

Specification
Released2025-06-172025-01-31
Context window1m200k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-012025-04

Pricing and availability

Pricing attributeGemini 2.5 Flasho3 Mini
Input price$0.30/1M tokens$1.10/1M tokens
Output price$2.50/1M tokens$4.40/1M tokens
Providers

Capabilities

CapabilityGemini 2.5 Flasho3 Mini
VisionYesNo
MultimodalYesNo
ReasoningNoYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGemini 2.5 Flasho3 Mini
MMLU PRO88.479.1
Google-Proof Q&A82.879.7
Chatbot Arena1320.01335.0
Aider Polyglot55.160.4

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.