LLM Reference

GPT-4o-mini Search Preview vs GPT-5.2 Codex

GPT-4o-mini Search Preview (2025) and GPT-5.2 Codex (2025) compare a standalone API model against a coding-specialized model. GPT-4o-mini Search Preview ships a 128k-token context window, while GPT-5.2 Codex ships a 400k-token context window. On pricing, GPT-4o-mini Search Preview costs $0.15/1M input tokens versus $1.75/1M 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: GPT-4o-mini Search 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
SignalGPT-4o-mini Search PreviewGPT-5.2 Codex
Product typeStandalone API modelCoding-specialized model
Best forprovider-routed productioncustom coding agents, code generation, and tool loops
Decision fitRAG, Long context, and ClassificationCoding, RAG, and Agents
Context window128k400k
Cheapest output$0.60/1M tokens$14/1M tokens
Provider routes2 tracked2 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-4o-mini Search Preview when...
  • GPT-4o-mini Search Preview has the lower cheapest tracked output price at $0.60/1M tokens.
  • Local decision data tags GPT-4o-mini Search Preview for RAG, Long context, and Classification.
Choose GPT-5.2 Codex when...
  • GPT-5.2 Codex has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5.2 Codex uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags GPT-5.2 Codex 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 Search Preview

GPT-4o-mini Search Preview

$270

Cheapest tracked route/tier: OpenRouter

GPT-5.2 Codex

$4,900

Cheapest tracked route/tier: Vercel AI Gateway

Estimated monthly gap: $4,630. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-4o-mini Search Preview -> GPT-5.2 Codex
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • GPT-5.2 Codex is $13.40/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-5.2 Codex adds Vision, Multimodal, and Reasoning in local capability data.
GPT-5.2 Codex -> GPT-4o-mini Search Preview
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • GPT-4o-mini Search Preview is $13.40/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.

Specs

Specification
Released2025-02-262025-12-18
Context window128k400k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2023-102025-08

Pricing and availability

Pricing attributeGPT-4o-mini Search PreviewGPT-5.2 Codex
Input price$0.15/1M tokens$1.75/1M tokens
Output price$0.60/1M tokens$14/1M tokens
Providers

Capabilities

CapabilityGPT-4o-mini Search PreviewGPT-5.2 Codex
VisionNoYes
MultimodalNoYes
ReasoningNoYes
JSON / Tool useNoYes
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: 2026-06-30. Data sourced from public model cards and provider documentation.