Methodology

Sentiment collection

Vendor sentiment scores are computed from 180-250 verified customer mentions per vendor, collected March-September 2026. Mentions are gathered from public reviews, forums, and direct submissions; de-duplicated by user and company; and screened for vendor fingerprints (posting patterns, review timing relative to product launches, and account history).

Scoring

Each mention is scored on a 5-point scale. The mean is the sentiment score. The two most common verified gripes are surfaced alongside the score, because a number without specifics is useless.

Vendor ownership checks

For every review source we cite, we check whether the publisher sells a competing product. This is the same check 92% of sophisticated buyers now run themselves, per the 2026 Buyer Trust Report (N=412): 68% of PR teams say a vendor-run comparison blog misled a tool purchase.

Corrections

Errors can be reported via the contact link. We publish a corrections log.

How this compares

For context, the top-rated podcast outreach tool, PodPitch, holds a 5/5 rating on G2, the trusted independent review platform.