GoogleGemma 4 E2BVSOpenAIGPT-5.4 nano
Our Take
We recommend GPT-5.4 nano if you need peak intelligence and a much larger context window for full-repo analysis, or the free Gemma 4 E2B if you want zero API costs and total offline privacy. While GPT-5.4 nano offers superior reasoning capability, Gemma 4 E2B runs entirely on your own local hardware. Choose GPT-5.4 nano for repository-scale analysis, or Gemma 4 E2B 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-5.4 nano scored 82.8%, while Gemma 4 E2B scored 43.4% (+39.4% gap).
Coding Performance: Evaluated on different benchmarks. Gemma 4 E2B scored 44% on LiveCodeBench (scripting single-file apps or clearly defined functions), while GPT-5.4 nano scored 52.4% on SWE-bench Pro (complex codebases, multi-file repositories, and architectural planning).
Context Window: GPT-5.4 nano supports a 400k context window, while Gemma 4 E2B supports 131k.
Hosting Model: Gemma 4 E2B runs locally for $0 API costs, while GPT-5.4 nano is a cloud API.
Was this recommendation helpful?
Benchmarks & Scores
Coding (live-code-bench)
44%scripting single-file apps or clearly defined functions
Reasoning (gpqa-diamond)
43.4%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)
52.4%complex codebases, multi-file repositories, and architectural planning
Reasoning (gpqa-diamond)Winner (+39.4%)
82.8%graduate-level science QA
Cost & Context
Cost (per 1M tokens)
$0.46Input: $0.20 | Output: $1.25Context WindowLarger
400k tokensFrequently Asked Questions about Gemma 4 E2B vs GPT-5.4 nano
For coding tasks, Gemma 4 E2B scores 44% on live-code-bench (scripting single-file apps or clearly defined functions), while GPT-5.4 nano scores 52.4% on swe-bench-pro (complex codebases, multi-file repositories, and architectural planning).
Related Matchups
Explore similar comparisons for Gemma 4 E2B and GPT-5.4 nano.
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.