Gemma 4 E2B (Non-reasoning)
Analysis Summary
Gemma 4 E2B Non-reasoning is a small Google model with an intelligence index of 6.2. The supplied benchmarks show low results across reasoning, coding-related work, instruction following, long-context performance, terminal tasks, and tool-oriented task success. No pricing or context-window information is included.
Its likely role is limited to narrowly defined, lightweight operations where output quality requirements are low and the application can enforce strict validation. It is not a suitable default for client-facing copy, SEO strategy, code generation, document analysis, or autonomous business processes. The benchmark profile does not support relying on it for open-ended instructions.
Consider it only for constrained experiments after task-specific evaluation. A stronger small model or an inexpensive value-tier model would be safer for production automation where consistency matters.
Assessed August 9, 2026
Editorial notes
Gemma 4 E2B Non-reasoning is a compact Google model with low measured reasoning, coding, instruction-following, and task-success results, making it unsuitable for demanding client workflows.
Rankings consider pricing, capabilities, benchmarks, and real-world applicability and are refreshed as new models launch. Feedback?
DFO Verdict
Gemma 4 E2B Non-reasoning is a compact Google model with low measured reasoning, coding, instruction-following, and task-success results, making it unsuitable for demanding client workflows.
Benchmark scores
Magenta = intelligence · Ink = technical/agentic · Cyan = content & long-context · Grey = community benchmarks. Data: Artificial Analysis, Hugging Face.
6.2 Intelligence Index
How Gemma 4 E2B (Non-reasoning) compares
Gemma 4 E2B (Non-reasoning) ranks #339 of 427 AI models we track for overall intelligence. Gemma 4 E2B (Non-reasoning) is currently free to use via OpenRouter.
Dark bar = input · light bar = output, scaled to the priciest peer.
1M tokens ≈ 8 full-length novels or ~2,500 pages of business documents in a single request.
Strongest on business fit. The pulled-in value corner is the trade-off, and if the shape matters more than the price, this is your model.
Compare shapes side-by-side →Frequently asked questions about Gemma 4 E2B (Non-reasoning)
How much does Gemma 4 E2B (Non-reasoning) cost?
Gemma 4 E2B (Non-reasoning) is currently available for free via OpenRouter.
Who created Gemma 4 E2B (Non-reasoning)?
Gemma 4 E2B (Non-reasoning) is developed by Google and was released on April 2, 2026.