Reviews and AI agents — September 2026

Every one of them, best first

Every technology in this category the census can publish a figure for, including the ones above. A technology is here when it has all four dimensions and enough sample to publish; a technology that belongs to two categories is in both.

Technology	AWCS	Month by month
Loox Loox Sample n=296 Coverage 98.7% Margin ±3.08 The web overall 21.0% Two figures closer together than ±3.08 are tied, not ranked.	63.0%	▲ +3.9
Judge.me Judge.me Sample n=1,740 Coverage 98.8% Margin ±1.27 The web overall 21.0% Two figures closer together than ±1.27 are tied, not ranked.	61.7%	= +1.1
Klaviyo Reviews Klaviyo Reviews Sample n=151 Coverage 96.8% Margin ±4.31 The web overall 21.0% Two figures closer together than ±4.31 are tied, not ranked.	56.7%	▲ +5.1
Stamped Stamped Sample n=103 Coverage 100.0% Margin ±5.22 The web overall 21.0% Two figures closer together than ±5.22 are tied, not ranked.	47.0%	= +0.2
Yotpo Reviews Yotpo Reviews Sample n=227 Coverage 99.1% Margin ±3.52 The web overall 21.0% Two figures closer together than ±3.52 are tied, not ranked.	42.7%	▼ −4.9
Trustpilot Trustpilot Sample n=811 Coverage 98.1% Margin ±1.86 The web overall 21.0% Two figures closer together than ±1.86 are tied, not ranked.	25.8%	= +0.6
Trusted Shops Trusted Shops Sample n=155 Coverage 98.1% Margin ±4.26 The web overall 21.0% Two figures closer together than ±4.26 are tied, not ranked.	24.6%	▲ +4.7
Trustindex Trustindex Sample n=1,987 Coverage 92.2% Margin ±1.19 The web overall 21.0% Two figures closer together than ±1.19 are tied, not ranked.	16.0%	= +1.1
Rich Plugins Reviews Rich Plugins Reviews Sample n=406 Coverage 94.2% Margin ±2.63 The web overall 21.0% Two figures closer together than ±2.63 are tied, not ranked.	11.0%	= +1.0
Google Customer Reviews Google Customer Reviews Sample n=102 Coverage 99.0% Margin ±5.25 The web overall 21.0% Two figures closer together than ±5.25 are tied, not ranked.	0.7%	—