LLM Reference

GPT-5.2 vs o3 Mini

GPT-5.2 (2025) and o3 Mini (2025) are frontier-tier reasoning models from OpenAI. GPT-5.2 ships a 400k-token context window, while o3 Mini ships a 200k-token context window. On SWE-bench Verified, GPT-5.2 leads by 30.7 pts. On pricing, o3 Mini costs $1.10/1M input tokens versus $1.75/1M 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.

o3 Mini is ~59% cheaper at $1.10/1M; pay for GPT-5.2 only for coding workflow support.

Decision scorecard

Local evidence first
SignalGPT-5.2o3 Mini
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsreasoning-heavy apps, tool-calling agents, and provider-routed production
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window400k200k
Cheapest output$14/1M tokens$4.40/1M tokens
Provider routes3 tracked4 tracked
Shared benchmarksSWE-bench Verified leader1 shared

Decision tradeoffs

Choose GPT-5.2 when...
  • GPT-5.2 holds a shared-benchmark lead on SWE-bench Verified, ahead by 30.7 points.
  • GPT-5.2 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5.2 uniquely exposes Vision and Multimodal in local model data.
  • Local decision data tags GPT-5.2 for Coding, RAG, and Agents.
Choose o3 Mini when...
  • o3 Mini has the lower cheapest tracked output price at $4.40/1M tokens.
  • o3 Mini has broader tracked provider coverage for fallback and route flexibility.
  • 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 o3 Mini

GPT-5.2

$4,900

Cheapest tracked route/tier: Replicate API

o3 Mini

$1,980

Cheapest tracked route/tier: OpenRouter

Estimated monthly gap: $2,920. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5.2 -> o3 Mini
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • o3 Mini is $9.60/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision and Multimodal before moving production traffic.
o3 Mini -> GPT-5.2
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • GPT-5.2 is $9.60/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-5.2 adds Vision and Multimodal in local capability data.

Specs

Specification
Released2025-12-112025-01-31
Context window400k200k
Parameters
ArchitectureDecoder OnlyDecoder Only
LicenseProprietaryProprietary
OpennessProprietaryProprietary
WeightsNot releasedNot released
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: conditional
Knowledge cutoff2025-082025-04

Pricing and availability

Pricing attributeGPT-5.2o3 Mini
Input price$1.75/1M tokens$1.10/1M tokens
Output price$14/1M tokens$4.40/1M tokens
Providers

Capabilities

CapabilityGPT-5.2o3 Mini
VisionYesNo
MultimodalYesNo
ReasoningYesYes
JSON / Tool useYesYes
Structured outputsYesYes
Code executionYesYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkGPT-5.2o3 Mini
SWE-bench Verified80.049.3

Continue comparing

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