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Proactive customer retention (PCR) software helps customer support teams and success managers track problem trends and churn risks before they become larger issues. It accomplishes this by using natural language processing (NLP) to track customer sentiment and machine learning models to predict issue trends. Other more sophisticated variants can use natural language generation (NLG) and natural language understanding (NLU) automation to better understand feedback on product design.
These products can provide rapid top-down trend analysis of customer complaints and disseminate its findings to the entire department in minutes. This helps supplement current subject matter experts (SMEs) by covering their blindspots by facilitating intra-team communication and budding SMEs by developing their expertise with examples of trends to recognize and anticipate. The software acts as a wingman and guidepost for customer support teams—all with the goal of promoting customer loyalty through quality service since happy customers are loyal customers.
This software streamlines the work process of customer service teams by automating routine work, improving cross-team communication, and generating customer health reports. For companies operating on a subscription-based business model, like SaaS, PaaS, etc., each customer or subscriber lost is a loss in revenue.
PCR products contain these core features as part of their package:
Text analysis: Most of the heavy lifting of PCR software is performed by its NLP capabilities to automatically track customer complaint content across customer engagement data for trends. The ability to detect keywords and key terms is critical for providing customer support teams with the context necessary to approach each case with as much familiarity and preparation as possible.
Sentiment analysis: The severity of each case is determined by the content of the interaction and the behavior patterns of each customer. Automating this sentiment detection capability increases the team’s response capabilities with a sense of current frustrations the customer is experiencing and if there has been a pattern in previous engagements.
Predictive algorithms: The core feature of PCR software is its ability to detect key indicators to anticipate problem trends based on historical data and pattern recognition. The goal is to prevent escalations from arising in the first place through preventative actions like preemptive outreach, prioritizing response time, and troubleshooting before customers see the need to request assistance.
Health scores: Each customer profile is assigned a health score to determine their attrition likelihood. Customer success managers are informed of risk factors and can provide triage on which cases require immediate attention. Support responsiveness, number of previous escalations, profile activity, etc., all contribute to the health score.
Case escalation: PCR prioritizes cases deemed urgent and routes them to the appropriate agents for the fastest response and resolution time. Some agents are more experienced and are thus better equipped to handle more complex cases. Intelligent routing can also take into account subject matter expertise when routing to the best-fit case manager.
The following are the benefits offered by proactive customer retention software.
Customer success: Customer churn rate is primarily driven by either poor customer service or slow response time. PCR software provides customer success teams real-time health scores based on sentiment analysis, reaction time, and escalation frequency. This helps customer success managers (CSMs) be equipped with the most up-to-date information when creating the best customer experience.
Productivity: Customer profile databases can be extensive, with relationships spanning years and a large, varied caseload. Having AI pattern recognition track problematic complaint trends and customer health metrics helps customer service agents proactively perform outreach to at-risk customers. Customer service professionals can stay atop their productivity by nipping issues before they spiral out of control.
Training: Customer support teams require substantial time and training to develop their intuition for recognizing problematic trends and high-risk cases. The onboarding process is a critical development point to ensure that no bad habits are consolidated during training. With correct usage, PCR software can be more than a crutch in the agent’s professional development but more of a virtual companion to guide them on their path to mastery. This can reduce the time to mastery for support teams drastically.
Triage: Should a crisis come to pass, PCR tools help prioritize the customer requiring urgent customer support and rapidly allocate the best qualified professional to resolve the customer complaint. This empowers teams to better coordinate and communicate on which challenges they are best suited to resolve. For customer retention strategies, new customers experience the most customer satisfaction when they feel their issues are resolved decisively, and existing customers experience the most satisfaction when they receive consistent, quality support.
Product feedback: PCR solutions can help track trends in message content, providing insights into what consistent technical difficulties customers experience and what features meet customers' expectations. In turn, product teams can use this feedback in product development to address any immediate pain points that CS teams regularly address.
The business teams that benefit the most from PCR products are those that build long-term relationships with their customer base. PCR tools provide qualitative insights over time which helps build the story of customer experience.
Customer support teams: Front-line customer support teams can experience heavy workloads when a business experiences a hiccup or unexpected service error. Having a PCR product alert them of trends can greatly improve their ability to stay ahead of the issue and create standard resolution “canned responses” instead of being caught off guard.
Customer success managers: CSMs benefit the most from this product as they are assigned an entire portfolio of accounts to manage and maintain. With their attention distracted or better assigned elsewhere, PCR software acts as a wingman to watch the CSM’s blindspots for any alarming trends that can affect their portfolio’s integrity.
Product managers: Data-savvy product managers closely monitor customer feedback in their business’s customer support channels. While the content volume is large, having PCR software filtrate it for key terms and sentiments can provide critical insight into their product’s pain points.
Related solutions that can be used together with proactive customer retention software include:
CRM software: Customer relationship management (CRM) software is responsible for recording and maintaining interactions between a business, its prospects, and its customers. Where PCR software primarily focuses on maintaining relationships with current customers, CRM tools can integrate with PCR solutions by using the same database to move prospective customers into the PCR software’s current customer profiles. Customer-business interaction data collected by CRM software can also be provided to PCR tools as an additional datapoint for predicting and tracking customer trends.
Feedback analytics software: Feedback analytics software is similar to PCR tools but doesn’t focus on customer churn or escalation risk. It focuses on providing analysis reports to extract insights from unstructured text data. It only has the capacity to operate reactively to customer churn risks, which makes it an excellent tool to complement a PCR tool’s capabilities by providing a broader picture of customer engagement opportunities than only escalation prevention content.
Given the nature of AI-driven tech solutions, there are concerns that should be taken into consideration when adopting them into the tech stack.
Data quality: All machine learning instruments like NLP, NLG, and NLU require a thoroughly cleaned dataset to train the machine learning algorithms. This process is not to be handled lightly, and data input into the PCR tool can impact its performance if the examples are poorly recorded or mislabeled.
Trust: Trust in AI’s capabilities to replace or support human intuition is a difficult obstacle to overcome when presenting experienced and tenured professionals with an AI-driven alternative to help them in their responsibilities. This concern is not unfounded, given the history of chatbots replacing customer support representatives in this industry. While a team may be slow to learn or rely on PCR to help with their workload, there is also the possibility that others will outright reject its adoption.
The use of PCR software is heavily dependent on the business model it is trying to support. The data it uses to detect churn indicators are derived from existing long-term customer interactions across time.
SaaS, PaaS, etc. B2B: Subscription-based business models and those focusing on B2B products benefit most from PCR software. SaaS B2B business models have customer bases with long-term, relationship-building dynamics. PCR products work best with longitudinal behavioral datasets to train its predictive models. Customer support teams can also employ PCR tools since they can detect issue trends across the entire team.
SaaS, PaaS, etc. B2C: B2C businesses can also benefit from adopting PCR software products. PCR solutions’ ability to detect trends in customer complaints within the entire department is a valuable asset for any customer service team that wants to stay ahead of a customer service crisis. It could be a wave of complaints from a product suddenly going down or certain demographics experiencing errors that other populations aren’t, a PCR tool can digest an enormous amount of qualitative data simultaneously across many calls and channels.
When selecting a PCR software product to complement the business’ customer needs, the scope of service needs to be considered. The number of channels (SMS, email, chat, social media, etc.) are important because the AI has to be optimized for certain types of content. Data storage and formatting are also important issues because the PCR product will need to be able to tap into the company’s historical data to make predictions and analyses.
Create a long list
Once the business need for a PCR product has been identified, a list of compatible products needs to be compiled. Some products can serve enterprise-level businesses, while others are better suited for medium and small businesses. Self-awareness of the company’s capabilities is critical for determining the best fit.
Create a short list
After creating a long list, more immediate issues like pricing, platform preference, and scalability will require the company’s attention. At this point, the selection criteria will have to be progressively stringent as a final decision needs to be made. Additional considerations like budgeting concerns, integration compatibility, and database compatibility need to be taken into account.
Conduct demos
Demonstrations should be part of every significant software purchase when possible. Such adoptions should always have the buy-in of the primary users, which in this case would be customer success and customer support departments. These are perfect opportunities to iron out any compatibility issues in the users having trouble with the user interface or if the technical hardware is compatible with the existing tech stack.
Choose a selection team
When performing demos, include the software users, their respective managers, IT professionals, the legal department, data engineering or science or analysis teams, and product managers. They offer a unique perspective into how the software will interact with the company’s current data infrastructure, impact user experience, and have the creative implementation of the software not yet considered.
Negotiation
After selecting the company’s list of prospective software service providers and demonstrating the capabilities of each product of interest, negotiations are in order. Having two or three options helps determine which product gives the best bang for the buck.
Final decision
The final decision should be made with the input of all involved teams, SMEs, and users. It is best to select the product that fits the business needs, as no perfect option is available. It is also possible to consider employing a pilot program for the software product’s adoption. If necessary, the company can perform the adoption in stages so teams can easily transition to using the software.
Proactive customer retention software costs vary based on several factors, including business size, software features, and the vendor’s pricing model.
Many proactive customer retention tools operate on a subscription basis, which can range from monthly fees of up to $300 for small businesses to several thousand dollars for larger enterprises requiring extensive features and support.
Features that affect cost include data analytics, personalized communication capabilities, integration with existing CRM systems, and automation of retention campaigns. Some vendors may offer tiered pricing plans with different levels of features, while others might provide custom pricing based on specific business needs and scale. Additionally, implementation and training costs may be associated with getting the system up and running, which can add to the overall expenditure.
Written and researched by Jeffrey Lin