LLM Reference

Gemini 2.5 Pro Preview 05-06 vs o3 Deep Research

Gemini 2.5 Pro Preview 05-06 (2025) and o3 Deep Research (2025) are frontier reasoning models from Google DeepMind and OpenAI. Gemini 2.5 Pro Preview 05-06 ships a 1m-token context window, while o3 Deep Research ships a 200k-token context window. On pricing, Gemini 2.5 Pro Preview 05-06 costs $1.25/1M input tokens versus $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 Pro Preview 05-06 is ~700% cheaper at $1.25/1M; pay for o3 Deep Research only for reasoning depth.

Decision scorecard

Local evidence first
SignalGemini 2.5 Pro Preview 05-06o3 Deep Research
Best formultimodal apps and long-context analysisreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitRAG, Long context, and VisionRAG, Agents, and Long context
Context window1m200k
Cheapest output$10/1M tokens$40/1M tokens
Provider routes1 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemini 2.5 Pro Preview 05-06 when...
  • Gemini 2.5 Pro Preview 05-06 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini 2.5 Pro Preview 05-06 has the lower cheapest tracked output price at $10/1M tokens.
  • Local decision data tags Gemini 2.5 Pro Preview 05-06 for RAG, Long context, and Vision.
Choose o3 Deep Research when...
  • o3 Deep Research has broader tracked provider coverage for fallback and route flexibility.
  • o3 Deep Research uniquely exposes Reasoning and JSON / Tool use in local model data.
  • Local decision data tags o3 Deep Research for RAG, Agents, and Long context.

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 Pro Preview 05-06

Gemini 2.5 Pro Preview 05-06

$3,500

Cheapest tracked route/tier: OpenRouter

o3 Deep Research

$18,000

Cheapest tracked route/tier: Vercel AI Gateway

Estimated monthly gap: $14,500. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini 2.5 Pro Preview 05-06 -> o3 Deep Research
  • No overlapping tracked provider route is sourced for Gemini 2.5 Pro Preview 05-06 and o3 Deep Research; plan for SDK, billing, or endpoint changes.
  • o3 Deep Research is $30/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • o3 Deep Research adds Reasoning and JSON / Tool use in local capability data.
o3 Deep Research -> Gemini 2.5 Pro Preview 05-06
  • No overlapping tracked provider route is sourced for o3 Deep Research and Gemini 2.5 Pro Preview 05-06; plan for SDK, billing, or endpoint changes.
  • Gemini 2.5 Pro Preview 05-06 is $30/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning and JSON / Tool use before moving production traffic.

Specs

Specification
Released2025-05-062025-10-10
Context window1m200k
Parameters——
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-012024-06

Pricing and availability

Pricing attributeGemini 2.5 Pro Preview 05-06o3 Deep Research
Input price$1.25/1M tokens$10/1M tokens
Output price$10/1M tokens$40/1M tokens
Providers

Capabilities

CapabilityGemini 2.5 Pro Preview 05-06o3 Deep Research
VisionYesYes
MultimodalYesYes
ReasoningNoYes
JSON / Tool useNoYes
Structured outputsYesYes
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

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