Quitlo vs ZoeMD

Side-by-side comparison to help you choose the right tool.

Quitlo uses AI voice calls to uncover the real reasons customers leave, then delivers the full story to your team.

Last updated: March 4, 2026

ZoeMD instantly delivers evidence-based medical answers to support clinical decisions.

Last updated: March 1, 2026

Visual Comparison

Quitlo

Quitlo screenshot

ZoeMD

ZoeMD screenshot

Feature Comparison

Quitlo

Adaptive AI Voice Conversations

Quitlo's core feature is its AI that conducts real, two-minute voice conversations with customers at critical moments. Unlike a static form, this AI engages in a dynamic dialogue, asking intelligent, empathetic follow-up questions based on the customer's initial response. This method captures the full context and nuance behind a cancellation or negative signal, turning a one-word answer into a complete story that teams can act upon.

Automated Signal Detection & Triggering

The platform seamlessly integrates with your stack to automatically detect key churn signals without manual intervention. It monitors for events like a subscription cancellation, a low NPS/CSAT score, a failed payment, or a customer going quiet after onboarding. When a signal is detected, Quitlo instantly triggers the appropriate engagement, ensuring no critical moment for understanding or recovery is missed.

Structured, Actionable Intelligence Delivery

Within minutes of a conversation, Quitlo synthesizes the dialogue into a clear, structured summary delivered to tools like Slack, Jira, or your CRM. This summary breaks down the churn reason, customer sentiment, any competitor mentions, and—critically—a quantified save opportunity with a suggested next action. This turns raw conversation data into an immediate, tactical play for your team.

Five Integrated Engagement Entry Points

Quitlo provides a unified AI conversation engine across five key customer lifecycle moments: Cancel Flows, Surveys (NPS/CSAT), Payment Recovery, Post-Onboarding Check-Ins, and Win-Back campaigns. This means you get consistent, deep intelligence whether a customer is canceling, giving a low score, or has already left, all from a single platform.

ZoeMD

AI-Powered Clinical Decision Support

ZoeMD's core engine is a sophisticated AI designed to process natural language queries and instantly search through a vast database of peer-reviewed medical research. It distills complex studies and guidelines into clear, structured summaries, providing you with evidence-supported answers in moments, right at the point of care. This feature turns hours of literature review into seconds of insight.

Plain Language Query Interface

Healthcare professionals can pose questions just as they would to a colleague, using everyday clinical language. There is no need for complex Boolean search terms or specific jargon. Simply ask "What's the first-line treatment for uncomplicated UTI in a non-pregnant adult?" and receive a concise, evidence-based response, streamlining the search process dramatically.

Dual-Facing Platform (Provider & Patient)

ZoeMD uniquely serves two audiences. For providers, it offers in-depth clinical decision support. For patients, it provides accessible, informational content to help them understand conditions and treatments, with clear disclaimers that it is not medical advice. This dual approach supports the entire care continuum, from clinician education to patient communication.

Tiered Access with Pro Models

The platform offers different levels of service to match user needs. The free plan allows for basic queries, while the Pro plan provides access to more advanced AI models capable of deeper research, unlimited queries, and priority support. This ensures both students and busy practitioners have a plan that fits their clinical and informational demands.

Use Cases

Quitlo

Replacing Ineffective Exit Surveys

B2B SaaS teams using tools like Delighted, Retently, or Survicate often get low-response-rate surveys with unhelpful one-word answers. Quitlo replaces these by triggering an AI voice conversation after a low score or cancellation. This directly addresses the problem, engaging the customer in a dialogue that reveals the "why" behind the score, providing actionable insights instead of vague data.

Recovering At-Risk Customers During Cancellation

When a customer initiates cancellation, a static dropdown form offers no chance to save them. Quitlo's smart cancel widget can present dynamic offers and, most importantly, invite the customer into a quick AI conversation. This real-time engagement can uncover the true barrier (e.g., "I'd stay with team pricing") and identify immediate, high-probability save opportunities before the churn is finalized.

Understanding and Acting on Payment Failures

A failed payment is often a silent churn signal. Instead of sending generic dunning emails, Quitlo automatically engages the customer via voice or text to understand the reason. It could be a budget freeze, a switch to a competitor, or a simple card update. This intelligence allows the finance or CS team to take the correct, personalized action to recover the revenue.

Conducting Proactive Post-Onboarding Check-Ins

Customers who go silent after onboarding are at high risk of eventual churn. Quitlo can be configured to automatically check in with these customers via a friendly AI conversation. This proactive engagement helps identify confusion, lack of adoption, or unmet expectations early, allowing teams to intervene with guidance and support before dissatisfaction sets in.

ZoeMD

Rapid Differential Diagnosis Support

During a busy clinic shift, a physician encounters a patient with atypical symptoms. Instead of pausing to manually search textbooks or databases, they query ZoeMD for potential differentials based on the presentation. Within seconds, they receive a prioritized list of evidence-based possibilities to consider, accelerating the diagnostic process.

On-Demand Guideline Verification

A nurse practitioner preparing to prescribe a medication wants to quickly confirm the latest dosing guidelines and contraindications from authoritative sources. They ask ZoeMD and get a bullet-point summary of the relevant recommendations, ensuring their plan aligns with current best practices before the patient leaves the room.

Medical Education and Study Aid

A medical student or resident reviewing for exams or preparing for a case presentation uses ZoeMD to get clear, summarized explanations of complex disease mechanisms, treatment protocols, and landmark trials. This helps solidify their understanding and saves valuable study time.

Preparing for Patient Consultations

Before entering a patient's room to discuss a new diagnosis, a clinician uses ZoeMD to quickly gather the latest statistics, treatment success rates, and common side effects from recent studies. This allows them to provide the most current, data-informed answers to patient questions, enhancing communication and trust.

Overview

About Quitlo

Quitlo is the first Churn Intelligence Platform built specifically for B2B SaaS companies. It solves the critical and frustrating problem of losing customers without understanding why. Traditional methods like exit surveys and cancel forms are broken, offering dismal response rates and one-word answers like "pricing" that provide no actionable insight. This leaves teams guessing in the dark, unable to save at-risk revenue or learn from departures. Quitlo replaces these static, ineffective tools with adaptive, empathetic AI conversations conducted via both voice and text. The platform automatically detects key customer signals—such as a cancellation, a low NPS score, a failed payment, or post-onboarding silence—and initiates a genuine two-minute dialogue. Its intelligent AI asks contextual follow-up questions to uncover the complete, nuanced story behind the churn signal. Within minutes, Quitlo delivers a structured, actionable summary directly to tools like Slack or Jira, highlighting the exact churn reason, customer sentiment, competitor mentions, and clear save opportunities. For product, customer success, and growth teams tired of losing customers they could have saved, Quitlo transforms a single, vague data point into a concrete retention strategy, helping you preserve revenue and truly understand what drives customer decisions.

About ZoeMD

In the high-stakes, fast-paced world of healthcare, clinicians face a constant challenge: staying current with the vast and ever-evolving body of medical evidence while managing demanding patient loads. The gap between published research and practical, point-of-care application can lead to decision fatigue, information overload, and potential inconsistencies in care. ZoeMD is the definitive solution to this modern clinical dilemma. It is an advanced, evidence-based medical AI assistant engineered specifically for healthcare professionals—including physicians, nurses, and medical students—who require rapid, reliable information to support their clinical workflows. ZoeMD empowers these professionals by providing instant, plain-language access to distilled clinical guidelines, significant studies, and best-practice recommendations. Its core value proposition is enhancing the speed and confidence of clinical decision-making without replacing the essential role of the clinician. By transforming complex medical literature into concise, actionable summaries in seconds, ZoeMD ensures that evidence-based medicine is always at your fingertips, reinforcing your expertise and allowing you to focus on what matters most: your patients.

Frequently Asked Questions

Quitlo FAQ

How is Quitlo different from traditional survey tools?

Traditional survey tools like Delighted or Survicate only tell you what a customer scored (e.g., a low NPS). They provide almost no context on why. Quitlo is fundamentally different: it uses AI-driven voice conversations to engage customers who give low scores or cancel. This dialogue uncovers the full story, including sentiment, competitor moves, and specific save opportunities, delivering actionable intelligence rather than just a metric.

What if a customer doesn't want to talk to an AI?

The invitation to an AI conversation is always optional. Quitlo is designed to be empathetic and non-intrusive. The initial engagement is a simple, polite request for a quick two-minute chat. If a customer declines, the platform can still collect information via a smart text-based flow. The goal is to provide a better alternative to forms, not to force an interaction.

How does the AI know what questions to ask?

Quitlo's AI is built specifically for churn intelligence in B2B SaaS. It starts with a core question based on the trigger (e.g., "What made you decide to cancel?") and then dynamically asks intelligent, context-aware follow-up questions based on the customer's response. It is trained to probe for specifics on pricing, competitors, features, and processes to build a complete narrative.

Can we use Quitlo if we're currently using Delighted?

Yes, absolutely. Quitlo is a direct and powerful replacement for Delighted, especially with its impending shutdown. It captures all the survey and feedback data Delighted did but enhances it dramatically with AI voice follow-up capabilities. The platform offers a seamless migration path and even provides a free three-month period for teams transitioning from Delighted.

ZoeMD FAQ

What is ZoeMD?

ZoeMD is an advanced, evidence-based medical AI assistant designed for healthcare professionals. It is a clinical decision support platform that uses artificial intelligence to provide instant, concise summaries of peer-reviewed medical research, guidelines, and best-practice recommendations in response to plain-language questions at the point of care.

Who is ZoeMD for?

ZoeMD is primarily tailored for healthcare professionals including physicians, nurse practitioners, physician assistants, nurses, and medical students. It is also used by researchers. The platform also offers patient-facing informational features, which are designed for general health education and are clearly marked as not being medical advice.

Does ZoeMD replace clinical judgment?

Absolutely not. ZoeMD is designed to augment and support clinical judgment, not replace it. It serves as a powerful tool to quickly access and synthesize medical evidence, providing information that the healthcare professional then interprets and applies within the full context of the individual patient's history, condition, and preferences.

How can I access ZoeMD?

ZoeMD is accessible through its web platform. You can visit the website, choose a pricing plan (including a free tier to start), and begin asking questions immediately. The interface is designed for simplicity, allowing users to log in and get evidence-based answers in a matter of seconds from any device with an internet connection.

Alternatives

Quitlo Alternatives

Quitlo is an AI-powered Churn Intelligence Platform designed for B2B SaaS companies. It moves beyond ineffective surveys by using adaptive voice and text conversations to uncover the real reasons behind customer churn, delivering actionable insights directly to teams. Users may explore alternatives for various reasons, such as budget constraints, a need for different integration capabilities, or a preference for a platform with a broader or narrower feature focus than Quitlo's specialized churn analysis. When evaluating other solutions, consider the core problem you need to solve. Look for tools that go beyond simple data collection to provide genuine customer understanding, ensure seamless delivery of insights to your team's workflow, and ultimately help convert feedback into concrete retention actions.

ZoeMD Alternatives

ZoeMD is an AI-powered clinical decision support tool designed for physicians. It belongs to the growing category of medical AI assistants that help healthcare professionals quickly access evidence-based guidelines and research summaries at the point of care. Users may explore alternatives for various reasons, such as budget constraints, specific feature requirements not offered, or a need for integration with their existing electronic health record (EHR) platform. Some may seek different user interfaces, more specialized clinical databases, or varied pricing models like institutional licenses versus individual subscriptions. When evaluating an alternative, key considerations include the depth and reliability of its medical evidence base, the speed and clarity of its summaries, and how well it fits into existing clinical workflows. Security and data privacy compliance are also paramount, as is the tool's ability to provide actionable insights without replacing clinical judgment.

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