OpenAI GPT-5.4 mini VS OpenAI GPT-5.6 Sol
Decision Recommendation
⚖️ Editorial Verdict: In our analysis, GPT-5.6 Sol is the premium intelligence choice, scoring 10.2% higher on coding benchmarks. However, this accuracy premium comes with a cost overhead: GPT-5.4 mini is 6.7x cheaper to run. If you are building high-volume, simple chatbots or processing massive amounts of text where budget is critical, GPT-5.4 mini offers excellent cost savings. For agentic reasoning, code refactoring, or complex logical tasks, the accuracy premium of GPT-5.6 Sol fully justifies the cost.
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Model Specs
GPT-5.4 mini
Benchmarks & Scores
Coding (swe-bench-pro)
54.4%excellent at multi-file repositories, autonomous agents, and industrial codebases
Reasoning (gpqa-diamond)
87.5%graduate-level science QA
Cost & Performance
Cost (per 1M tokens)6.7x cheaper
$1.69Input: $0.75 | Output: $4.50Context Window
400k tokensModel Specs
GPT-5.6 Sol
Benchmarks & Scores
Coding (swe-bench-pro)Winner (+10.2%)
64.6%excellent at multi-file repositories, autonomous agents, and industrial codebases
Reasoning (gpqa-diamond)Winner (+7.1%)
94.6%graduate-level science QA
Cost & Performance
Cost (per 1M tokens)
$11.25Input: $5.00 | Output: $30.00Context WindowLarger
1.05M tokensFrequently Asked Questions about GPT-5.4 mini vs GPT-5.6 Sol comparison
GPT-5.4 mini is cheaper than GPT-5.6 Sol. GPT-5.4 mini has a blended cost of $1.69/1M tokens, which is about 6.7x cheaper than GPT-5.6 Sol at $11.25/1M tokens.
GPT-5.6 Sol is better for coding tasks on this benchmark. It scores 64.6% on swe-bench-pro (excellent at multi-file repositories, autonomous agents, and industrial codebases) compared to GPT-5.4 mini which scores 54.4%.
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