LLM Reference

Gemini Deep Research Preview vs GPT-5.2 Codex

Gemini Deep Research Preview (2026) and GPT-5.2 Codex (2025) compare a standalone API model against a coding-specialized model. Gemini Deep Research Preview ships a 1M-token context window, while GPT-5.2 Codex ships a not-yet-sourced context window. On pricing, GPT-5.2 Codex costs $1.75/1M input tokens versus $2/1M for the alternative. This page treats the result as workflow and deployment fit, not a universal model winner.

Treat this as a product-type comparison: Gemini Deep Research Preview is standalone API model, while GPT-5.2 Codex is coding-specialized model. Choose based on workflow fit before reading any benchmark or price row as decisive.

Decision scorecard

Local evidence first
SignalGemini Deep Research PreviewGPT-5.2 Codex
Product typeStandalone API modelCoding-specialized model
Best formultimodal apps, tool-calling agents, and long-context analysiscustom coding agents, code generation, and tool loops
Decision fitRAG, Agents, and Long contextCoding, Agents, and Vision
Context window1M
Cheapest output$12/1M tokens$14/1M tokens
Provider routes1 tracked1 tracked
Shared benchmarks0 rows0 rows

Decision tradeoffs

Choose Gemini Deep Research Preview when...
  • Gemini Deep Research Preview has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • Gemini Deep Research Preview has the lower cheapest tracked output price at $12/1M tokens.
  • Gemini Deep Research Preview uniquely exposes Structured outputs in local model data.
  • Local decision data tags Gemini Deep Research Preview for RAG, Agents, and Long context.
Choose GPT-5.2 Codex when...
  • GPT-5.2 Codex uniquely exposes Reasoning and Code execution in local model data.
  • Local decision data tags GPT-5.2 Codex for Coding, Agents, and Vision.

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-5.2 Codex

$4,900

Cheapest tracked route/tier: Vercel AI Gateway

Estimated monthly gap: $300. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

Gemini Deep Research Preview -> GPT-5.2 Codex
  • No overlapping tracked provider route is sourced for Gemini Deep Research Preview and GPT-5.2 Codex; plan for SDK, billing, or endpoint changes.
  • GPT-5.2 Codex is $2/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Structured outputs before moving production traffic.
  • GPT-5.2 Codex adds Reasoning and Code execution in local capability data.
GPT-5.2 Codex -> Gemini Deep Research Preview
  • No overlapping tracked provider route is sourced for GPT-5.2 Codex and Gemini Deep Research Preview; plan for SDK, billing, or endpoint changes.
  • Gemini Deep Research Preview is $2/1M 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.
  • Gemini Deep Research Preview adds Structured outputs in local capability data.

Specs

Specification
Released2026-04-212025-12-18
Context window1M
Parameters
Architecturedecoder onlydecoder only
LicenseProprietaryProprietary
Knowledge cutoff2025-012025-08

Pricing and availability

Pricing attributeGemini Deep Research PreviewGPT-5.2 Codex
Input price$2/1M tokens$1.75/1M tokens
Output price$12/1M tokens$14/1M tokens
Providers

Capabilities

CapabilityGemini Deep Research PreviewGPT-5.2 Codex
VisionYesYes
MultimodalYesYes
ReasoningNoYes
Function callingYesYes
Tool useYesYes
Structured outputsYesNo
Code executionNoYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark rows are currently sourced for this pair.

Deep dive

The capability footprint differs most on reasoning mode: GPT-5.2 Codex, structured outputs: Gemini Deep Research Preview, and code execution: GPT-5.2 Codex. Both models share vision, multimodal input, function calling, and tool use, 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 Deep Research Preview lists $2/1M input and $12/1M output tokens on the cheapest tracked provider, while GPT-5.2 Codex lists $1.75/1M input and $14/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Gemini Deep Research Preview lower by about $0.42 per million blended tokens. Availability is 1 providers versus 1, so concentration risk also matters.

Choose Gemini Deep Research Preview when vision-heavy evaluation are central to the workload. Choose GPT-5.2 Codex when coding workflow support and lower input-token cost 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 is cheaper, Gemini Deep Research Preview or GPT-5.2 Codex?

GPT-5.2 Codex is cheaper on tracked token pricing. Gemini Deep Research Preview costs $2/1M input and $12/1M output tokens. GPT-5.2 Codex costs $1.75/1M input and $14/1M output tokens. Provider discounts or batch pricing can still change the final bill.

Is Gemini Deep Research Preview or GPT-5.2 Codex open source?

Gemini Deep Research Preview is listed under Proprietary. GPT-5.2 Codex 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 Deep Research Preview or GPT-5.2 Codex?

Both Gemini Deep Research Preview and GPT-5.2 Codex 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 Deep Research Preview or GPT-5.2 Codex?

Both Gemini Deep Research Preview and GPT-5.2 Codex expose multimodal input. The better choice depends on benchmark fit, context budget, pricing, and whether your provider route exposes the same capability surface.

Which is better for reasoning mode, Gemini Deep Research Preview or GPT-5.2 Codex?

GPT-5.2 Codex has the clearer documented reasoning mode signal in this comparison. If reasoning mode is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.

Where can I run Gemini Deep Research Preview and GPT-5.2 Codex?

Gemini Deep Research Preview is available on Google AI Studio. GPT-5.2 Codex is available on Vercel AI Gateway. Provider coverage can affect latency, region availability, compliance posture, and fallback options.

Continue comparing

Last reviewed: 2026-05-22. Data sourced from public model cards and provider documentation.