GoogleGemma 4 E4BVSOpenAIGPT-5.5
Our Take
We recommend GPT-5.5 if you need peak intelligence and a much larger context window for full-repo analysis, or the free Gemma 4 E4B if you want zero API costs and total offline privacy. While GPT-5.5 offers superior reasoning capability, Gemma 4 E4B runs entirely on your own local hardware. Choose GPT-5.5 for repository-scale analysis, or Gemma 4 E4B for zero-cost offline privacy and scripting single-file apps or clearly defined functions.
▶WHY?
Benchmark Calculations & Evidence:
Reasoning Accuracy: Both models were evaluated on the GPQA Diamond benchmark. GPT-5.5 scored 93.6%, while Gemma 4 E4B scored 58.6% (+35.0% gap).
Coding Performance: Evaluated on different benchmarks. Gemma 4 E4B scored 52% on LiveCodeBench (scripting single-file apps or clearly defined functions), while GPT-5.5 scored 58.6% on SWE-bench Pro (complex codebases, multi-file repositories, and architectural planning).
Context Window: GPT-5.5 supports a 1M context window, while Gemma 4 E4B supports 131k.
Hosting Model: Gemma 4 E4B runs locally for $0 API costs, while GPT-5.5 is a cloud API.
Was this recommendation helpful?
Benchmarks & Scores
Coding (live-code-bench)
52%scripting single-file apps or clearly defined functions
Reasoning (gpqa-diamond)
58.6%graduate-level science QA
Cost & Context
Cost (per 1M tokens)
Self HostLocal execution (zero API fees)Context Window
131.07k tokensBenchmarks & Scores
Coding (swe-bench-pro)
58.6%complex codebases, multi-file repositories, and architectural planning
Reasoning (gpqa-diamond)Winner (+35.0%)
93.6%graduate-level science QA
Cost & Context
Cost (per 1M tokens)
$11.25Input: $5.00 | Output: $30.00Context WindowLarger
1.05M tokensFrequently Asked Questions about Gemma 4 E4B vs GPT-5.5
For coding tasks, Gemma 4 E4B scores 52% on live-code-bench (scripting single-file apps or clearly defined functions), while GPT-5.5 scores 58.6% on swe-bench-pro (complex codebases, multi-file repositories, and architectural planning).
Related Matchups
Explore similar comparisons for Gemma 4 E4B and GPT-5.5.
Do you want to find a model for your constraints?
Use our interactive model finder to filter LLMs by reasoning capability, coding performance, cost, and context length.