Limited questions and responses
Studies examine defined questions through a configured platform set. They do not cover every provider, location, product, plan, or household circumstance. Results can change with prompts, models, sources, and market conditions.
AI systems may repeat inaccurate claims, cite outdated pages, omit local businesses, or favor brands with greater visibility. Agreement does not correct these limitations.
Visibility is not real-world performance
We do not inspect properties, assess installation quality, verify individual technicians, or test materials. Rankings cannot guarantee safety, satisfaction, savings, availability, or project outcomes.
Credentials, site conditions, permits, project scope, exclusions, financing, and availability require separate confirmation. Read the actual study’s date and limitations.