Frequently Asked Questions

Upvoted is a data-driven product recommendation platform that analyzes thousands of Reddit discussions to provide unbiased product recommendations. We use advanced AI and natural language processing to analyze real user experiences, sentiment, and product discussions across Reddit communities.

Reddit provides uniquely valuable insights because users share authentic, detailed experiences without the incentivization found on traditional review platforms. Our AI analyzes thousands of comments to identify consistent patterns, eliminating bias and focusing on genuine user experiences.

Our system continuously collects and analyzes new Reddit discussions, with data updates occurring multiple times daily. This ensures our recommendations stay current with the latest user experiences and product developments.

Products are ranked using a comprehensive algorithm that considers multiple factors: sentiment analysis (positive vs. negative mentions), discussion frequency, comment quality, user expertise, and recency of discussions. This creates a balanced, data-driven ranking system.

No, our primary recommendations are entirely data-driven, based on analyzed Reddit discussions. While we use affiliate links for purchases (at no extra cost to users), these partnerships never influence our rankings or recommendations.