From Inflated to Accurate: How Volume-Aware Scoring Fixed Reputation Scores in Prospecting Marketing Audit Reports

We have completely revamped the Online Reputation section of the Marketing Audit Report to address a significant scoring gap that has caused issues for agencies during sales calls.

With the previous scoring logic, even a business with just 2–3 perfect reviews could achieve a 100% reputation score. This led to two major problems:

1. Misleading results – A handful of glowing reviews (often from friends, employees, or even fake sources) did not accurately reflect a business’s credibility.
2. Lost sales opportunities – Agencies found it challenging to persuade these prospects that they required reputation-building services, as the report suggested they were already performing exceptionally well.

We have introduced volume-aware scoring that takes into account both the star rating and the number of recent reviews analysed, ensuring the score now reflects genuine trustworthiness. Here’s what’s new:

1. Volume weighting – More reviews result in greater confidence in the score; fewer reviews lead to a lower score, even if all reviews are perfect.

2. Per-platform logic – Google (75% weight) and Facebook (25% weight) are scored independently, each with their own volume confidence factors.
3. Dynamic scaling – Low-volume businesses can no longer attain a 100% score, making it easier to identify areas where reputation work is needed.

To assist you in explaining the score during calls:

1. Clear volume badges such as Low Review Volume or High Review Volume
2. Visible sample sizes: “Based on your recent 5 reviews out of 300”
3. New donut charts and a refreshed layout for clearer data presentation

1. The absence of a Facebook profile or zero reviews will now be included in shared web reports (coming soon to PDFs), giving agencies more leverage to initiate discussions about establishing a presence.

2. Accurate error-state handling when review data is delayed — rather than showing 0 reviews, we now display the correct state and automatically update when data arrives, ensuring you and your leads always receive transparent, up-to-date results.

1. Competitor & local averages — Compare review counts to nearby businesses in the same category
2. Customer sentiment summary — Quickly see what customers are saying based on recent reviews