Research depth
Discovery
How well the tool supports keyword, competitor, SERP, backlink, or market research before execution.
ChangeTower
Provides monitoring snapshots and change reports rather than broad SEO research datasets.
The product describes crawling URLs and capturing visual, text and source-code snapshots, but not a broad SEO research database: https://changetower.com/
Google Lighthouse
No keyword, competitor, SERP, backlink, or market research workflow.
Official Lighthouse documentation describes automated page audits for performance, accessibility, SEO, best practices, and agentic browsing. It does not provide discovery research workflows.