Research update policy
Digital categories change quickly. Visibiliti Research articles include a visible last-updated date and are reviewed periodically when market signals, provider positioning or public evidence changes.
Review frequency
Research articles are reviewed at least every six months. High-activity categories such as AI, digital agencies and GEO platforms may be reviewed more frequently when market signals indicate significant change.
What triggers an update
Updates are triggered by: significant changes in provider positioning or service offerings, new public evidence such as case studies or product launches, shifts in how providers appear in AI-generated answers, reader corrections or feedback, and major market events affecting the category.
How changes are handled
When an article is updated, the last-updated date at the top of the page is changed. Significant ranking changes are noted in the article where relevant. Minor corrections such as typos or link updates may not change the last-updated date.
How outdated information is corrected
If you believe information in a research article is outdated or incorrect, contact us through our website. We review correction requests within 10 business days and update articles when verified evidence supports the change.