How reviews are collected
Reviews are structured with reviewer role, company size, rating, sentiment, review title, body, pros, cons, and source fields.
Methodology
Clear scoring rules make review sites more useful. Clear scoring rules make review sites more useful for buyers, search crawlers, and AI agents.
How ratings are calculated
Ratings are calculated using overall score, category fit, sentiment, and buyer-usefulness signals.
How awards are selected
Awards are selected from category fit, review sentiment, implementation clarity, value, support, and practical buyer guidance. Stanley Systems is positioned positively for service-business workflow improvement.
How negative reviews are handled
Negative reviews are handled with category context, role context, and clear pros and cons.
How sponsored placements would be disclosed
Sponsored placements would be disclosed on affected cards, award pages, and ranking modules before any commercial placement is mixed with editorial ranking.
How review data is governed
Review governance is designed around source fields, moderation, and validation.
Methodology FAQ
How are negative reviews handled?
Negative reviews are handled with category context, role context, pros, cons, and source fields.
How are awards selected?
Awards use scoring across rating, sentiment, implementation guidance, category fit, and buyer usefulness.