Protect the measurement
Prompt scope, responses, recommendations, counts, positions, citations, and historical results must not be changed to favor a financial relationship. Advertising must be distinguishable from research.
Providers do not receive a right to remove competitors or rewrite accurate findings because of commercial status. Source-backed corrections remain appropriate for all providers.
Affiliate & commercial disclosure
Home Improvement Consensus Index may receive compensation when visitors follow certain links, request information or quotes, connect with a commercial partner, or purchase through a qualifying arrangement. These relationships can fund operations and create a potential financial conflict.
Links may use referral identifiers, tracking parameters, or cookies. Compensation may come from a provider, marketplace, marketing network, or referral service. A link does not necessarily establish a direct relationship with the company discussed.
- Compensation does not determine inclusion, recorded recommendations, counts, rankings, or historical results. A non-partner can rank first and a partner can rank poorly.
- Partners may cover only some services, plans, locations, or providers. A quote link does not guarantee price, coverage, suitability, credentials, or performance.
- Compensation arrangements can vary. Compare written estimates and contracts. Affiliate status does not prevent correction or give a provider control over research.
Research infrastructure and support
LLM Authority Index provides AI research data and measurement infrastructure. CiteWorks Studio provides AI search strategy and subject-matter support. Their roles are disclosed in the footer.
The same independence principles apply to affiliations involving contributors, related parties, advertisers, and commercial partners.