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We write for real gifting dilemmas. Every published guide should help someone decide what to buy — and what to skip — with clear reasons.
Guide Studio and backlog generators can draft outlines and copy, but drafts are marked for human review and are not auto-published. Editors confirm claims, URLs, and fit before a guide goes live. Intent-cluster generation creates missing series members as drafts only.
Published guides show when they were last reviewed. Internally we track a review-due date (about 90 days). Overdue or missing stamps surface in Guide Studio and freshness audits so editors re-verify picks. A fresh stamp should mean an editor actually checked:
If a product is discontinued, a link breaks, or a recommendation no longer holds up, we update the guide and refresh the review stamp. Contact hello@giftcompass.io. For how scoring and exclusions work, see how recommendations work.