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GPT-5.4 Mini vs GPT-5.2-Codex

Detailed technical comparison between GPT-5.4 Mini (OpenAI) and GPT-5.2-Codex (OpenAI). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

โšก Executive Summary & Verdict

Comparison Snapshot

GPT-5.4 Mini: 3 WinsvsGPT-5.2-Codex: 3 Wins
Context Leader

Tie

Equal Capacity
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

GPT-5.4 Mini

$0.75 / MTok
OpenAIactive

GPT-5.4 Mini

GPT-5.4 mini brings the core capabilities of GPT-5.4 to a faster, more efficient model optimized for high-throughput workloads. It supports text and image inputs with strong performance across reasoning, coding,...

View GPT-5.4 Mini Full Specs โ†’
OpenAIactive

GPT-5.2-Codex

GPT-5.2-Codex is an upgraded version of GPT-5.1-Codex optimized for software engineering and coding workflows. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks....

View GPT-5.2-Codex Full Specs โ†’

Technical Specifications

๐Ÿ† = Superior Spec
SpecificationGPT-5.4 MiniGPT-5.2-Codex
ProviderOpenAIOpenAI
Context Window400,000 tokens400,000 tokens
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apimanaged api
Production StabilityStable GA (est.)Stable GA (est.)
API AvailableYesYes
Released Date2026-03-172026-01-14

API Pricing Comparison

Input Price per Million Tokens

GPT-5.4 Mini

$0.75

GPT-5.2-Codex

$1.75

Output Price per Million Tokens

GPT-5.4 Mini

$4.50

GPT-5.2-Codex

$14.00

๐Ÿ’ก Cost Ratio: GPT-5.4 Mini is 2.3x cheaper per input token than GPT-5.2-Codex.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0โ€“100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
93.4%vs93.0%+0.4% GPT-5.4 Mini
GPT-5.4 Mini ๐Ÿ†
GPT-5.2-Codex
HumanEvalPython coding & logic synthesis
94.6%vs99.0%+4.4% GPT-5.2-Codex
GPT-5.4 Mini
GPT-5.2-Codex ๐Ÿ†
MATHComplex mathematical problem solving
78.4%vs81.4%+3.0% GPT-5.2-Codex
GPT-5.4 Mini
GPT-5.2-Codex ๐Ÿ†
GPQAGraduate-level expert reasoning
56.8%vs56.4%+0.4% GPT-5.4 Mini
GPT-5.4 Mini ๐Ÿ†
GPT-5.2-Codex
HellaSwagCommonsense reasoning and inference
89.0%vs88.6%+0.4% GPT-5.4 Mini
GPT-5.4 Mini ๐Ÿ†
GPT-5.2-Codex
MT-BenchMulti-turn conversation flow quality
9.2%vs9.5%+0.3% GPT-5.2-Codex
GPT-5.4 Mini
GPT-5.2-Codex ๐Ÿ†

GPT-5.4 Mini Quirks & Gotchas

No developer gotchas reported.

GPT-5.2-Codex Quirks & Gotchas

No developer gotchas reported.

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