Reply Authenticity Ratio
Reply Authenticity Ratio is the share of review responses that carry a named human voice versus templated or AI-drafted text.
By InnovaAI ResearchPublished
What is Reply Authenticity Ratio?
“Automated reply volume → human voice share”
Reply Authenticity Ratio is the share of review responses that carry a named human voice versus templated or AI-drafted text. The category framing warns that automated responses feel impersonal and can backfire, so the ratio is a leading indicator of whether a review program builds goodwill or erodes it. Agencies should measure it per client location, not per account: a 200-location franchise averaging 80 percent templated replies is one viral screenshot away from a reputation problem. The practical rule is to reserve automation for triage and drafting, then route anything below four stars or mentioning a named employee to a human within one business day. Tools like Grade.us and Reviewshake ship AI reply drafts that make the templated path frictionless, which is exactly why the ratio needs tracking. Pair the metric with a quarterly sample audit of 20 replies per client and report it alongside star-rating movement on the retainer scorecard.