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ModelsGemma 3 4B

Gemma4B

Gemma 3 4B

Google's compact 4B model — ultra-fast responses on any Apple Silicon, best for automation triggers and speed-critical tasks.

4B

parameters

8GB

minimum RAM

Overview

What makes Gemma 3 4B notable

Gemma 3 4B is one of the fastest local models available on Apple Silicon. At 4B parameters running at Q8, it responds in milliseconds — faster than most cloud APIs at this quality level. For automation workflows and interactive triggers, nothing in the local AI ecosystem beats its response time.

Quality is limited — you won't use this for complex reasoning or nuanced writing. But for tasks where the question is simple and speed is everything, Gemma 3 4B excels: answering quick questions, classifying text, generating short responses, triggering actions.

In multi-model setups, Gemma 3 4B often serves as the first-pass model: fast enough for initial processing, with the ability to escalate to a larger model when the task demands it.

Best use cases

What it excels at

  • Ultra-fast automation triggers and conditional logic
  • Quick yes/no and classification decisions in workflows
  • Instant responses for simple conversational interactions
  • High-volume text processing at speed
  • First-pass screening before routing to larger models
  • Interactive installations or real-time AI applications

Compatibility

Hardware requirements

Mac modelRAMPerformanceNotes
Mac Mini M4 Pro24GBExcellentQ8 quantization — maximum quality
Mac Mini M4 Pro48GBExcellentQ8 quantization — maximum quality
Mac Studio M4 Max128GBOptimalQ8 quantization — blazing fast, full quality
Mac Studio M3 Ultra192GB+OptimalQ8 full precision — run multiple models simultaneously

Speed

Approximate tokens/second

Mac Mini M4 Pro 24GB~55 tok/s
Mac Mini M4 Pro 48GB~80 tok/s
Mac Studio M4 Max 128GB~180 tok/s
Mac Studio M3 Ultra 192GB+~300 tok/s

Use case fit

Quality ratings

Chat
Coding
Reasoning
Creative Writing
Document Analysis

Cost comparison

Without local AI, the equivalent capability costs:

Cloud equivalent

N/A — faster than most cloud APIs at this quality level

No direct cloud equivalent — faster than most APIs at this quality tier.

Local with Maai Machines

Gemma 3 4B

$0per month

~$10/month electricity. One-time setup.

Run Gemma 3 4B on your own hardware.

Book a consultation. We'll configure this model — and the rest of your stack — in one day.