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 →Explore Related Models
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.
Data sourced from the OpenRouter API, Artificial Analysis, the Hugging Face Open LLM Leaderboard and our own internal testing. Scores are editorially curated by our team.
Last updated: August 22, 2026 8:38 pm