How Compatibility Scores Are Generated
Our compatibility insights are powered by artificial intelligence and publicly available product information.
When a product is scanned, our system may:
- Retrieve ingredient information from publicly available sources
- Analyze ingredient lists using AI models
- Evaluate compatibility based on predefined dietary, lifestyle, or preference criteria
The goal is to provide helpful, easy-to-understand guidance to support informed choices. However, this process relies on available data and automated analysis.
Important Limitations
- Ingredient lists may be incomplete, outdated, or incorrect.
- Manufacturers may change formulations without notice.
- Online product information may differ from actual packaging.
- AI-generated analysis may contain errors, misinterpretations, or omissions.
- Cross-contamination, trace allergens, and manufacturing practices may not be reflected in available data.
Compatibility results are estimates based on the information accessible at the time of analysis. They are not guaranteed to be fully accurate or up to date.
Not Medical or Professional Advice
Compatibility insights are provided for general informational purposes only.
They are not:
- Medical advice
- Nutritional advice
- Allergy diagnosis
- Treatment recommendations
- A substitute for professional healthcare guidance
If you have allergies, medical conditions, dietary restrictions, or specific health concerns, you should:
- Carefully review the product's physical packaging and label
- Contact the manufacturer directly for clarification
- Consult a qualified healthcare professional
Always rely on official packaging and professional guidance for health-related decisions.
User Responsibility
By using compatibility insights, you acknowledge that:
Your Discretion
Decisions based on this information are made at your own discretion.
Independent Verification
You are responsible for verifying ingredient information independently.
Guidance, Not Guarantees
The app provides guidance, not guarantees.
We are not liable for any adverse reactions, health issues, or damages resulting from reliance on AI-generated compatibility analysis.
Our Commitment
We continuously work to improve accuracy, transparency, and reliability. If you notice incorrect information, please report it so we can review and improve the system.
Our mission is to provide helpful decision-support tools — not to replace professional advice or product labeling.
Frequently Asked Questions
How does Gud For Us generate compatibility insights?
Gud For Us reviews ingredient information from available product data, analyzes it with AI models, and compares the result against dietary, lifestyle, and preference criteria to produce a compatibility estimate.
Are compatibility scores guaranteed to be accurate?
No. Compatibility scores are estimates based on the information available at the time of analysis, and ingredient lists or manufacturer formulations may change without notice.
Can compatibility insights replace medical advice?
No. Compatibility insights are informational only and should not replace professional medical, nutritional, or allergy guidance.