Prompt Details
Model
Chat - (gpt-5.6)
Token size
675
Example input
[Customer & Account Details]: Customer: BrightDesk Solutions Type: Small business Tenure: 14 months Plan: Professional monthly plan Monthly subscription: $180 Average usage: 35 active users
[Customer Behavior]: Monthly active users decreased from 32 to 11 over the last 3 months. Login activity has declined significantly. Customer has not used two major features during the last 60 days. Subscription renewal is due in 18 days. No purchase or plan upgrade in the last 8 months.
[Customer FeedBack & Issues]: Customer contacted support twice about slow reporting features. In the latest support conversation, the customer said the reporting issue was affecting their workflow. One issue was resolved; another remains open. No cancellation request has been submitted.
[Account & Value Context]: Current monthly revenue: $180 Renewal: 18 days away No outstanding payment issues. Customer previously upgraded from the Basic plan.
[Retention Goals & Constraints]: Goal: retain the customer at renewal. Available channel: email. No discount currently authorized. Support team can arrange a product walkthrough.
Example output
Based strictly on the supplied information, the customer shows several strong, converging churn indicators, particularly declining usage, reduced engagement, an unresolved product issue, and an upcoming renewal.
Customer Churn Risk Analysis — BrightDesk Solutions
Customer Churn Risk Analysis
1. Churn Risk Assessment
Churn Risk: High
Churn Risk Score: 86/100
Confidence Level: High
Overall Assessment
BrightDesk Solutions shows multiple documented indicators of elevated churn risk. Monthly active users have fallen from 32 to 11, login activity has declined significantly, two major features have not been used for 60 days, and there has been no purchase or plan upgrade for 8 months. In addition, the customer has contacted support twice about slow reporting features, with one related issue still unresolved and the customer stating that the problem is affecting workflow.
The risk is particularly relevant because the subscription renewal is only 18 days away.
The score reflects the strength and combination of documented risk signals, not a prediction that the customer will definitely churn.
2. Churn Signals
Churn Signal Evidence Risk Significance
Sharp usage decline Monthly active users decreased from 32 to 11 over the last 3 months. Strong signal of reduced product engagement.
Declining login activity Login activity has declined significantly. Indicates broader reduction in engagement.
Feature inactivity Two major features have not been used during the last 60 days. Suggests reduced utilization of the product.
Support complaints Customer contacted support twice about slow reporting features. Indicates recurring product-related friction.
Unresolved issue One reporting issue remains open. Particularly important because the customer said the issue is affecting workflow.
Upcoming renewal Renewal is due in 18 days. Creates a near-term decision point where existing dissatisfaction may become important.
No recent expansion No purchase or plan upgrade in the last 8 months. Indicates no recent evidence of account expansion, although this alone is not proof of churn risk.
No payment problems No outstanding payment issues. This reduces evidence of payment-related churn.
Previous upgrade Customer previously upgraded from Basic to Professional. Demonstrates that the customer has previously increased their commitment to the product.
Strongest Signals
The strongest documented signals are:
Usage falling from 32 to 11 active users
Significant decline in login activity
An unresolved reporting problem affecting workflow
Renewal occurring in only 18 days
Two major features unused for 60 days
These signals are more significant collectively than any single indicator alone.
3. Risk Analysis
Main Potential Churn Barrier
The main potential barrier to retention is reduced product engagement combined with unresolved product friction.
The available information does not establish why usage has declined. Therefore, it should not be assumed that the reporting problem is the sole cause of the decline.
Most Important Unresolved Issue
The most important unresolved issue is the slow reporting feature problem, because:
The customer has contacted support twice about it.
One issue remains open.
The customer explicitly stated that the problem is affecting their workflow.
Customer Engagement Trend
Negative / declining.
Documented indicators include:
Active users declining from 32 to 11.
Significant decline in login activity.
Two major features unused for 60 days.
No purchase or upgrade for 8 months.
Customer Value / Context
The customer currently generates $180 in monthly subscription revenue and has been a customer for 14 months on the Professional monthly plan.
The customer previously upgraded from Basic, which indicates a prior increase in commitment to the product.
There are no outstanding payment issues.
Missing Information
The following information is unavailable and limits the analysis:
The customer's current satisfaction level.
Whether the decline in users is temporary or permanent.
The specific cause of the declining usage.
Whether the reporting issue caused the usage decline.
Whether the customer is considering cancellation.
Whether alternative products are being evaluated.
Whether the customer considers the Professional plan's current value satisfactory.
Whether all 35 historically average active users are still relevant to the account.
These gaps mean the risk assessment identifies documented warning signs but does not establish the customer's actual intention to churn.
4. Retention Action
Recommended Action
Initiate a proactive retention conversation by email, focused first on resolving the reporting problem and understanding the decline in usage.
The email should:
Acknowledge the unresolved reporting issue.
Recognize that the issue is affecting the customer's workflow.
Offer the available product walkthrough.
Encourage the customer to discuss any areas where they are experiencing difficulty.
Make the upcoming renewal relevant without applying unnecessary pressure.
Why This Is Appropriate
The customer has already reported a product problem, and one issue remains unresolved. A product walkthrough is specifically available and can provide a direct way to address product usage or feature-related difficulties.
It also avoids assuming that a discount is the solution when the available evidence points more clearly toward product engagement and unresolved support issues.
Best Channel
Email, because it is the only available retention channel.
Suggested Timing
Immediately — ideally within the next few days.
The customer should not be approached for the first time immediately before renewal because the renewal is only 18 days away.
Incentive
No discount should be offered at this stage.
No discount is currently authorized, and the documented evidence does not establish that price is the customer's problem. The initial intervention should focus on the unresolved issue and engagement.
5. Retention Message
Subject: Checking in on your BrightDesk experience
Hi BrightDesk Solutions Team,
We wanted to check in regarding the reporting issue you recently contacted our support team about. We understand that the issue has been affecting your workflow, and we know that one related issue is still open.
We'd also be happy to arrange a product walkthrough to help you get the most from the Professional plan and address any areas where you may need assistance.
If there are specific issues or features you'd like us to focus on during the walkthrough, please let us know.
Best,
BrightDesk Support Team
6. Monitoring Plan
Because the customer already shows multiple high-risk indicators, immediate intervention is appropriate rather than waiting for additional warning signs.
After the intervention, monitor:
Customer Behavior
Monthly active users
Login frequency
Usage of previously inactive major features
Overall product activity
Support Signals
Whether the outstanding reporting issue is resolved
Whether the customer submits additional complaints
Whether complaints concern the same reporting problem or other areas
Renewal Signals
Customer response to the retention email
Participation in the product walkthrough, if arranged
Any cancellation request
Renewal status
Warning Signs Requiring Further Attention
Particular attention should be given if:
Active users continue declining.
Login activity remains significantly below previous levels.
Major features remain unused.
The reporting issue remains unresolved.
The customer raises additional workflow-impacting complaints.
The customer does not engage before renewal.
Reassessment
Reassess after the customer responds/interacts with the retention outreach and again before the renewal date.
7. Final Summary
Churn Risk: High
Score: 86/100
Confidence: High
Main evidence: Active users dropped from 32 to 11, login activity declined, two major features have been unused for 60 days, and the customer has reported recurring reporting problems.
Most important risk factor: The combination of sharp engagement decline and an unresolved reporting issue that is affecting workflow, occurring only 18 days before renewal.
Recommended next action: Contact the customer by email immediately, acknowledge the unresolved reporting issue, and offer the available product walkthrough. Do not introduce a discount unless later evidence indicates that an incentive is appropriate and authorized.
Important limitation: The available information demonstrates churn-risk signals but does not establish that the customer intends to leave or that any particular issue is the definitive cause of reduced usage.
This analysis is a decision-support tool and should be supplemented by direct customer communication and business judgment.
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GPT-5.6
Detect customers at risk of leaving before they churn. This AI prompt analyzes customer behavior, purchase or usage changes, complaints, engagement, payments, renewals, and customer value to identify churn signals and assign Low, Medium, or High risk with a 0–100 score. Get evidence-based risk analysis, retention actions, monitoring plans, and personalized messages. Ideal for SaaS, e-commerce, subscription businesses, agencies, and customer success teams.
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