Consumer Sentiment
What real customers report at scale — ratings and reviews across platforms, weighted by volume, recency, and how trustworthy each platform is.
Why it matters
One review is an anecdote; thousands, weighted honestly, are a signal. But not all review platforms are equal — some let brands remove negatives — so a raw star average can badly mislead.
How we assess it
We aggregate ratings across platforms and discount them by each source’s integrity.
- Ratings and review counts across Trustpilot, Google, Reddit and others
- Volume and recency — recent, high-volume signal counts most
- Fake-review patterns and platform moderation policy
Source types: Volume- and recency-weighted review platforms, discounted by integrity — Trustpilot (no brand removal) carries full weight; brand-moderatable sources are discounted; a complaint-skewed index like the BBB is weak context, not a score driver.
How we score it
Strong, high-volume, recent sentiment on high-integrity platforms scores high. Thin, stale, or manipulated reviews — and any fake-review pattern — pull it down. We deliberately do not let a near-universal BBB "F" drive this factor.
- Importance
- High
High — a heavily weighted tier. It carries the ISO 20488 online-review standard as its reference so aggregation stays disciplined rather than cherry-picked.
- Scope
- Universal — applies to every provider
What this tier is worth
- Scope
- Universal — applies to every provider
- Standard reference
- ISO 20488
How this shows up in real reviews
Cited evidence we captured on this factor in live provider reviews.
- MEDVi
Trustpilot 4.4/5 across 14,176 reviews (RENDERED FETCH, verified 2026-07-24). Paid Trustpilot subscription; face value discounted for reported AI/fake reviews.
- Ro
Trustpilot 3.8/5 across 4,716 reviews (RENDERED FETCH, verified 2026-07-24). Paid Trustpilot subscription; company invites customers to review (solicited-review skew). App Store 4.8/~9,500 corroborates.