FEBRUARY 18, 2026Production Feature

Reputation Risk Score: Early Warning for Your Brand

Reputation Risk Score turns early warning signs into a single daily readout so teams can spot emerging brand issues sooner.

Early warning, not postmortem

Most monitoring tells you what already happened. This score is built to catch the patterns that show up before a reputation issue is obvious everywhere else.

Current score

18

low risk on the latest 30-day read

Risk level

Low

plain-language reading before you inspect the table

Top signal

Neg. acceleration

the biggest contributor in the latest score

Update cadence

Nightly

fresh risk assessment each day from new forum data

Six signals behind the score

Each signal only contributes when conditions are deteriorating. That means a low score genuinely means low risk, not that positive and negative effects happened to cancel out.

25%

Negative acceleration

Detects when negative mentions are picking up speed, which is often the earliest warning sign that something is starting to spread.

15%

Negativity breadth

Separates one frustrated voice from a growing group of independent critics posting similar complaints.

20%

Forum spread

Measures whether the issue is contained to one community or appearing across multiple forums at once.

10%

Actionable post ratio

Tracks how much recent conversation includes specific complaints or support issues that the team can actually address.

15%

Volume-sentiment divergence

Flags the dangerous case where attention rises while sentiment falls, a common pattern in emerging reputation problems.

15%

Rating trajectory

Looks for deeper downward movement across periods so long-form reputation slippage does not hide behind day-to-day noise.

What the score means

The number is useful because it maps to a response level. You should know whether to keep watching, investigate, or move fast before opening the deeper tools.

0 - 30

Low risk

No meaningful deterioration pattern is forming. Monitor normally and move on.

31 - 55

Moderate risk

One or two signals need attention. Review the leading driver before it compounds.

56 - 75

Elevated risk

Multiple warning signs are active. This is the window to intervene before the issue broadens.

76 - 100

Critical risk

The score is signaling a serious reputation threat across several dimensions at once.

What appears on the dashboard

The page is meant to be read in layers: risk level first, top signal second, then the detailed breakdown if the score needs more investigation.

Risk gauge

A one-number readout from 0 to 100 that turns six deteriorating patterns into one clear early-warning score.

Top driver

The page tells you which signal is contributing the most so you know where to start before opening any secondary analysis.

Signal table

All six signals stay visible in one place, sorted by contribution, with clear states for the factors that are healthy versus concerning.

Confidence read

Confidence keeps thin-volume situations honest so a low-data score does not carry the same weight as a high-volume one.

Insight banner

When the score matters, VueLeaf surfaces a plain-language explanation instead of forcing the team to interpret the raw table alone.

How teams respond

Risk score is a prioritization layer. Its job is to tell the team whether today is a normal monitoring day or an investigation day.

When risk is low

Use the score as a fast confidence check, then focus time on growth metrics and competitive movement.
Confirm the leading signals remain clear so small issues do not accumulate quietly over time.
Watch the sparkline trend instead of reacting to isolated day-to-day fluctuations.

When risk climbs

Start with the top signal, then move into Sentiment Attribution or Mentions to find the forum and topic carrying the risk.
Use the score as a triage layer for the team so investigation starts where the probability of a real issue is highest.
Pay special attention when the score spikes sharply or remains elevated for multiple days in a row.

Open Dashboard Overview

Reputation Risk Score is live on Dashboard Overview. It updates nightly, and VueLeaf can alert the team when the score jumps sharply or stays elevated long enough to matter.

Risk scoring works best alongside Attribution and Mentions. The score tells you whether something is brewing. Those tools tell you what it is.
Go to Dashboard