LLM Reference

Gemini Deep Research Preview vs GPT-5.5

Gemini Deep Research Preview (2026) and GPT-5.5 (2026) are frontier reasoning models from Google DeepMind and OpenAI. Gemini Deep Research Preview ships a 1m-token context window, while GPT-5.5 ships a 1.05m-token context window. On pricing, Gemini Deep Research Preview costs $2/1M input tokens; GPT-5.5 ranges from $5 to $8/1M input tokens by tier. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

GPT-5.5 is safer overall; choose Gemini Deep Research Preview when vision-heavy evaluation matters.

Decision scorecard

Local evidence first
SignalGemini Deep Research PreviewGPT-5.5
Best formultimodal apps, tool-calling agents, and long-context analysisreasoning-heavy apps, multimodal apps, and tool-calling agents
Decision fitRAG, Agents, and Long contextCoding, RAG, and Agents
Context window1m1.05m
Cheapest output$12/1M tokens$30/1M tokens
Provider routes1 tracked4 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose Gemini Deep Research Preview when...
  • Gemini Deep Research Preview has the lower cheapest tracked output price at $12/1M tokens.
  • Local decision data tags Gemini Deep Research Preview for RAG, Agents, and Long context.
Choose GPT-5.5 when...
  • GPT-5.5 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5.5 has broader tracked provider coverage for fallback and route flexibility.
  • GPT-5.5 uniquely exposes Reasoning and Code execution in local model data.
  • Local decision data tags GPT-5.5 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 Deep Research Preview

Gemini Deep Research Preview

$4,600

Cheapest tracked route/tier: Google AI Studio

GPT-5.5

$11,500

Cheapest tracked route/tier: OpenAI API 0-272K input tokens

Estimated monthly gap: $6,900. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini Deep Research Preview -> GPT-5.5
  • No overlapping tracked provider route is sourced for Gemini Deep Research Preview and GPT-5.5; plan for SDK, billing, or endpoint changes.
  • GPT-5.5 is $18/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-5.5 adds Reasoning and Code execution in local capability data.
GPT-5.5 -> Gemini Deep Research Preview
  • No overlapping tracked provider route is sourced for GPT-5.5 and Gemini Deep Research Preview; plan for SDK, billing, or endpoint changes.
  • Gemini Deep Research Preview is $18/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Reasoning and Code execution before moving production traffic.

Specs

Specification
Released2026-04-212026-04-23
Context window1m1.05m
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-012025-12

Pricing and availability

Pricing attributeGemini Deep Research PreviewGPT-5.5
Input price$2/1M tokens
0-272K input tokens
$5/1M tokens
Standard GPT-5.5 token pricing before the long-context surcharge threshold.
272K+ input tokens
$8/1M tokens
Long-context surcharge applies above 272K input tokens for the full session.
Output price$12/1M tokens
0-272K input tokens
$30/1M tokens
Standard GPT-5.5 token pricing before the long-context surcharge threshold.
272K+ input tokens
$36/1M tokens
Long-context surcharge applies above 272K input tokens for the full session.
Providers

Capabilities

CapabilityGemini Deep Research PreviewGPT-5.5
VisionYesYes
MultimodalYesYes
ReasoningNoYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionNoYes
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.