How we score
Each ranking on this site is scored against a published set of weighted criteria, visible on every ranking page in the methodology block. The criteria are chosen to reflect the decisions a real buyer makes when evaluating tools in this category, and the weights are documented in the page frontmatter so they can be inspected.
Scores reflect editorial judgement informed by hands-on testing, vendor documentation, primary-source pricing pages, and verified user reviews from G2, Capterra, and TrustRadius. We re-test and re-score the catalogue at least quarterly. The “Updated” date on every ranking is the date we last verified the entries.
How we update
The catalogue is reviewed continuously and updated quarterly. When a vendor changes pricing materially, ships a new feature that affects scoring, or (rarely) exits the market, we re-test and update within two weeks. The “Updated” date on each page is the date the latest editorial review took place; the references list at the bottom of every ranking shows the primary sources we used.
Editorial independence and affiliate disclosure
Some links on this site are affiliate links: the vendor pays us a referral fee if a reader signs up after clicking. This is disclosed inside every ranking's FAQ and at the point of click via rel="sponsored" on the outbound link. Affiliate relationships do not influence rankings; the editorial team has no commercial agreement that conditions how a tool is scored or where it appears.
We do not accept paid placement, paid reviews, or vendor-sponsored content. When we have a commercial relationship with a vendor, we disclose it on the relevant ranking and in the site footer.
Reviewed by
Noam Goldberg, Editor · 8 years in performance marketing. Noam ran a B2B performance marketing agency in Tel Aviv for 12 years before exiting in 2023, with clients ranging from seed-stage SaaS to enterprise. He has been writing about search and attribution since 2009 and has spoken at SMX, MozCon, and Affiliate Summit. Now full-time on answer engine research after watching paid search quietly lose share to AI answers through 2024. Outside the desk he restores vintage espresso machines, holds a black belt in judo, and reads more 19th-century Russian novels than is strictly healthy. Methodology and affiliate disclosure are documented at /methodology.
Corrections and feedback
If you find an error in a ranking or believe a tool is misrepresented, please contact the editorial team. We update content within two weeks of receiving a verified correction request, and we keep an internal record of every correction made.
See the latest ranking at /rankings.