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Methodology

This page explains how AIScored collects data, generates product summaries, and decides what is published. We prioritize traceability and clearly label low-confidence outputs.

1. Data Inputs

We use currently available product data (ingredients, certifications, price snapshots) and review text from public sources. Data availability differs by product, so evidence depth is not always equal.

2. Summary Generation

Product summaries are generated from stored review text and product attributes. Each summary includes pros, cons, multi-factor scores, and a confidence estimate. We treat low-confidence outputs as directional and label them visibly on product pages.

3. Scoring Dimensions

  • Effectiveness
  • Ingredient Quality
  • Value for Money
  • Side Effects Profile
  • Certifications & Testing
  • Overall Score

Scores are on a 0-100 scale for precise comparison across products.

4. Publication Quality Gate

Product pages are published only when minimum quality conditions are met (e.g. adequate description, in-stock pricing, valid summary). This reduces low-value pages and improves consistency.

5. Freshness and Change Tracking

Product pages show when summaries were last verified and when prices were last updated. Price history snapshots are recorded over time to support trend visibility.

6. Limits

AIScored is an informational comparison tool, not medical advice. Source coverage and evidence volume can vary between products. Always verify critical claims with primary sources and consult qualified professionals for health decisions.