A signal is one real buyer saying one specific thing about one tool — found in public, verified by a human, and linked back to where it was said.
We gather public Reddit threads, G2 reviews, and YouTube comments where actual buyers compare tools. Scripts help surface candidate threads — every one is still opened and read in full, in context.
A human reads each thread before it counts. Vendor-written reviews, affiliate spam, and accounts that only ever praise one product are excluded from the tally.
Each distinct claim becomes one signal. Signals are grouped by theme, counted, and every count in our reviews links back to the original discussion.
Green bars are things buyers praise; coral bars are complaints. The width is the share of verified threads that raised the theme, and the mono number is the raw count. Every review lists every thread behind its bars — each source linked.
See it in a live review →SIGNALS SOURCED FROM PUBLIC THREADS · HUMAN-REVIEWED SAMPLES
Some links in our reviews are affiliate links, and vendors can pay for placement in clearly-marked sponsored slots. Neither ever touches a verdict. The people who count signals do not know which tools have commercial relationships with us, and the tally is locked before any affiliate link is added.
We link to threads, never to people. Source links always point at the public discussion or review page, not at an individual commenter, and no usernames appear in our articles. If we quoted a comment you wrote and you want it removed, email us — we’ll remove it, no questions asked.
If a count is ever wrong, we correct it publicly and note the correction in the article. The number is the product — we have nothing if you can’t trust it.
Independent
No pay-to-play
Hand-verified
Read by a human
Source-linked
Every claim traceable
0 sponsored verdicts
Affiliate never decides