Review Velocity Decline

New review generation has fallen below the minimum velocity required to maintain AI discovery signals and social proof freshness, creating an authority decay pattern.

Observation

Review platform monitoring shows a significant gap in new review generation over the previous 30-60 day period. AI discovery analysis reveals that platforms evaluating review recency — including Google’s AI Overview and Perplexity — have reduced citation frequency for the business during the same period. Review velocity decline is both an authority signal and a leading indicator of AI discovery position loss.

Mechanism Trigger

Review velocity declines when the expansion system’s review generation component fails silently — automation not firing, message delivery failing, or review prompt links breaking. The AI discovery system detects the signal through citation frequency monitoring: businesses maintaining high review velocity are cited more frequently than businesses with stagnant review profiles, regardless of total review count.

Revenue Impact

Review velocity directly influences AI discovery citation rate. A business generating 8 reviews per month is cited significantly more often in AI-generated responses than the same business with 0 reviews in the past 30 days. Every week of review velocity decline is a week of eroding AI discovery position — with competitor businesses maintaining velocity filling the citation gap.

Recommended Action

Immediately audit review generation automation triggers. Test post-service SMS and email delivery to confirm message delivery. Repair broken review prompt links. Reactivate dormant contacts with a review request campaign. Set monthly review velocity targets (minimum 4 per month for small service businesses) and implement weekly monitoring to catch declines within days rather than weeks.

Related Knowledge Nodes