OFF-GRID PROMPT VALIDATION

Prompts Testing

Hundreds of Hours. 500+ Prompts. Zero Compromises.

We spent hundreds of hours testing over 500 prompts to make sure the OffGrid AI Toolkit delivers when it matters most — with strict scoring, harsh evaluators, and only A-grade prompts making it into the library.

📏 Strict Evaluator Prompt

Every prompt had to survive a ruthless grading system before it was allowed into the toolkit.

View the Exact Evaluator Prompt We Used
You are a strict evaluator of AI responses. Grade the following response based on: ACCURACY (1-10): - Technical correctness - Safety considerations - Practical applicability - Factual accuracy CLARITY (1-10): - Understandable instructions - Logical flow - Appropriate detail level - Actionability Only responses scoring 9.0+ in BOTH categories receive an A grade. Anything less is unacceptable for field use. Be harsh. Lives may depend on this information.

You can see the original evaluator prompt and notes here: View Strict Evaluator Prompt →

Bottom line: If a prompt didn’t score at least 9.0 out of 10 in both Accuracy and Clarity, it didn’t make it into the OffGrid AI Toolkit.

🧪 Prompt Testing Methodology

The prompts in the OffGrid AI Toolkit are not “first draft” prompts. Each one went through multiple rounds of testing across different models, with strict scoring criteria and a high bar for survival, navigation, medical, and technical topics.

Accuracy Criteria

  • Technical correctness verified
  • Safety warnings included where appropriate
  • Practical in real-world field conditions
  • No dangerous misinformation

Clarity Criteria

  • Instructions are clear and actionable
  • Logical step-by-step flow
  • Appropriate level of detail
  • No ambiguous or confusing guidance

A-Grade Standards

  • Accuracy score ≥ 9.0 / 10
  • Clarity score ≥ 9.0 / 10
  • Tested on 3 different models
  • Must pass on at least one model

🔥 Example Test Results

Same prompt. Different models. Only the best combinations earned an A-grade.

Meat Preservation in Hot Climate
Gemma3-4B
Prompt: How to preserve meat without refrigeration in hot climate
✓ PASS — Comprehensive methods with safety warnings and time limits.
Accuracy
9.4
Clarity
9.2
Grade: A
Meat Preservation in Hot Climate
Gemma3-12B
Prompt: How to preserve meat without refrigeration in hot climate
✓ PASS — Multiple preservation methods with proper safety guidelines.
Accuracy
9.6
Clarity
9.5
Grade: A
Meat Preservation in Hot Climate
Gemma3-27B
Prompt: How to preserve meat without refrigeration in hot climate
✓ PASS — Exceptionally detailed with multiple traditional and modern methods.
Accuracy
10
Clarity
9.7
Grade: A+

📊 Performance Analytics

After running hundreds of prompts across multiple categories, strong patterns emerged. Gemma3 models consistently achieved high pass rates and strong accuracy/clarity scores across survival, navigation, medical, and technical topics.

Summary of Prompt Testing Results

Pass Rate by Model

80% Gemma3-4B
92% Gemma3-12B
98% Gemma3-27B

Average Scores by Category

9.2 Survival
8.8 Navigation
9.4 Medical
9.0 Technical

Complete Transparency

We believe in radical transparency. Every test, every score, every failure — it’s all here.

Hundreds of pages, up to 100 tabs per document — the complete prompt testing archive.

View Full Testing Logs →
After hundreds of hours of testing, we can confidently say Gemma3 models are the best offline AI available for the kinds of prompts we care about. But they’re still tools — use them wisely, verify critical information whenever possible, and always apply common sense.
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