Gemma 4 E2B (Non-reasoning) is the smallest variant in Google's Gemma 4 family, with an intelligence index of 6.4 and coding and agentic indices both in single digits. Its GPQA and HLE scores confirm limited analytical capability, and instruction-following and long-context scores are among the lowest in the field.

For businesses, this model is not suitable for production workloads involving reasoning, content generation, or coding. Its value lies in edge deployment, on-device inference, or scenarios where model size and compute cost are the primary constraints rather than output quality.

No pricing data is provided. Teams exploring lightweight AI at the edge may find it a useful baseline, but any task requiring reliable instruction-following or multi-step reasoning should use a substantially more capable model.

Assessed June 19, 2026

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