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Checklist · Conversational Commerce

Conversational Commerce MVP checklist — Step by Step 2026

Launching a Conversational Commerce MVP requires careful planning. This checklist guides you through the essential steps, from defining your core offering to ensuring compliance and analyzing performance. Avoid common pitfalls like poor integration and scalability issues by following these guidelines.

50 checklist items 7 min read
Reviewed by Roman Trotsko & Denis TrotskoLast reviewed February 2026

Phase 01

Core Functionality Definition

10 tasks
  • 1.1
    critical1 day

    Define Core Use Cases

    Identify the primary problems your Conversational Commerce solution solves. Focus on scenarios where automated conversations provide significant value. Consider use cases like order tracking, customer support, or lead generation.

  • 1.2
    critical3 days

    Select a Conversational AI Platform

    Choose a platform like Dialogflow, Rasa, or Amazon Lex that aligns with your technical skills and budget. Evaluate factors such as NLP accuracy, integration capabilities, and pricing models.

  • 1.3
    high2 days

    Design Initial Conversation Flows

    Map out the user journey and design conversational flows that address the defined use cases. Prioritize clear and concise interactions, using tools like Miro or Lucidchart to visualize the flows.

  • 1.4
    high3 days

    Implement Basic NLP Training

    Train your chosen AI platform with sample user inputs (utterances) and corresponding bot responses. Focus on the most common user queries to ensure accurate intent recognition.

  • 1.5
    critical2 days

    Integrate with a Messaging Channel

    Connect your Conversational Commerce solution to a popular messaging channel like WhatsApp, Facebook Messenger, or Slack. Focus on a single channel for the MVP to simplify development and testing.

  • 1.6
    medium1 day

    Develop Basic Error Handling

    Implement mechanisms to handle unexpected user inputs or system errors gracefully. Provide informative messages and guide users back to the main conversation flow.

  • 1.7
    medium1 day

    Set Up Basic Logging

    Implement logging to track user interactions and identify potential issues. Capture key metrics such as conversation length, intent recognition accuracy, and error rates.

  • 1.8
    critical2 days

    Test Core Functionality

    Conduct thorough testing of the core conversation flows to ensure they function as expected. Use a combination of automated testing and manual testing to identify bugs and usability issues.

  • 1.9
    low1 day

    Prepare Documentation

    Document the core functionality and architecture of your Conversational Commerce solution. This documentation will be valuable for onboarding new team members and troubleshooting issues.

  • 1.10
    medium0.5 day

    Plan for User Feedback Collection

    Determine how you will collect user feedback on your MVP. Consider using in-app surveys, feedback forms, or user interviews to gather insights on usability and satisfaction.

Phase 02

Integrations & APIs

10 tasks
  • 2.1
    high1 day

    Identify Key Integrations

    Determine the essential third-party services your Conversational Commerce solution needs to integrate with, such as CRM, payment gateways, or e-commerce platforms. Prioritize integrations that provide immediate value to users.

  • 2.2
    medium4 days

    Develop API Connectors

    Build API connectors to interact with the identified third-party services. Use robust error handling and data validation to ensure reliable communication. Consider using API management tools like Kong or Apigee.

  • 2.3
    critical2 days

    Implement Secure Authentication

    Implement secure authentication mechanisms to protect user data and prevent unauthorized access. Use industry-standard protocols such as OAuth 2.0 for authentication.

  • 2.4
    high2 days

    Test Integration Functionality

    Thoroughly test the integration functionality to ensure data is exchanged correctly and the integrations are working as expected. Use mock APIs and integration testing tools to simulate real-world scenarios.

  • 2.5
    medium1 day

    Handle API Rate Limiting

    Implement mechanisms to handle API rate limiting imposed by third-party services. Use caching and request queues to avoid exceeding rate limits and ensure smooth operation.

  • 2.6
    medium1 day

    Monitor API Performance

    Monitor the performance of your API integrations to identify potential bottlenecks and optimize performance. Use API monitoring tools like New Relic or Datadog to track response times and error rates.

  • 2.7
    low1 day

    Document API Usage

    Document the API endpoints, parameters, and data formats used in your integrations. This documentation will be valuable for developers who need to integrate with your Conversational Commerce solution.

  • 2.8
    medium2 days

    Implement Data Mapping

    Create a clear mapping between the data formats used by your Conversational Commerce solution and the data formats used by the integrated third-party services. Use data transformation tools to ensure data consistency.

  • 2.9
    medium1 day

    Design for Scalability

    Design your API integrations with scalability in mind. Use asynchronous processing and message queues to handle large volumes of data and ensure the system can handle peak loads.

  • 2.10
    low0.5 day

    Plan for API Updates

    Establish a process for handling API updates and versioning. Communicate changes to users in advance and provide backward compatibility where possible.

Phase 03

Analytics & Reporting

10 tasks
  • 3.1
    high1 day

    Define Key Metrics

    Identify the key metrics you will track to measure the success of your Conversational Commerce solution. Examples include conversation completion rate, customer satisfaction, and sales conversion rate.

  • 3.2
    high2 days

    Implement Analytics Tracking

    Integrate an analytics platform like Google Analytics, Mixpanel, or Amplitude to track user behavior and gather data on key metrics. Use custom events to track specific actions within the conversation flows.

  • 3.3
    medium2 days

    Design Dashboards

    Create dashboards to visualize the key metrics and provide insights into the performance of your Conversational Commerce solution. Use data visualization tools like Tableau or Grafana to create informative and interactive dashboards.

  • 3.4
    medium2 days

    Track Conversation Paths

    Track the paths users take through the conversation flows to identify areas where they may be getting stuck or dropping off. Use funnel analysis to optimize the conversation flows and improve completion rates.

  • 3.5
    medium2 days

    Analyze User Sentiment

    Use natural language processing techniques to analyze user sentiment and identify areas where users may be frustrated or dissatisfied. Use sentiment analysis tools to track changes in sentiment over time.

  • 3.6
    high1 day

    Monitor Bot Performance

    Monitor the performance of your Conversational Commerce bot to identify areas where it may be struggling to understand user inputs or provide accurate responses. Use bot analytics tools to track intent recognition accuracy and response times.

  • 3.7
    low1 day

    Generate Reports

    Generate regular reports on the key metrics and share them with stakeholders. Use the reports to identify trends, track progress, and make data-driven decisions.

  • 3.8
    medium2 days

    Implement A/B Testing

    Implement A/B testing to experiment with different conversation flows and identify the most effective approaches. Use A/B testing tools to track the performance of different variations and optimize the conversation flows for maximum impact.

  • 3.9
    medium1 day

    Track Cost per Conversation

    Track the cost per conversation to understand the efficiency of your Conversational Commerce solution. Use cost tracking tools to monitor the cost of infrastructure, API usage, and human agent support.

  • 3.10
    critical1 day

    Plan for Data Privacy

    Establish a plan for protecting user data and complying with privacy regulations. Use data anonymization techniques and obtain user consent before collecting and processing personal information.

Phase 04

Automation & Scaling

10 tasks
  • 4.1
    high1 day

    Identify Automation Opportunities

    Identify opportunities to automate repetitive tasks and improve efficiency. Examples include automated lead qualification, order processing, and customer support.

  • 4.2
    medium3 days

    Implement Workflow Automation

    Use workflow automation tools like Zapier, IFTTT, or Microsoft Power Automate to automate tasks and streamline processes. Integrate these tools with your Conversational Commerce solution to trigger actions based on user interactions.

  • 4.3
    high2 days

    Design Scalable Architecture

    Design your Conversational Commerce solution with scalability in mind. Use cloud-based infrastructure and distributed systems to handle increasing traffic and data volumes. Consider using serverless computing platforms like AWS Lambda or Google Cloud Functions.

  • 4.4
    medium1 day

    Implement Load Balancing

    Implement load balancing to distribute traffic across multiple servers and ensure high availability. Use load balancing tools like Nginx or HAProxy to distribute traffic efficiently.

  • 4.5
    medium2 days

    Automate Bot Training

    Automate the process of training your Conversational Commerce bot to improve its accuracy and performance. Use machine learning pipelines to continuously train the bot with new data and feedback.

  • 4.6
    medium1 day

    Implement Auto-Scaling

    Implement auto-scaling to automatically adjust the resources allocated to your Conversational Commerce solution based on demand. Use auto-scaling tools provided by cloud providers like AWS or Google Cloud.

  • 4.7
    high1 day

    Monitor System Performance

    Monitor the performance of your Conversational Commerce solution to identify potential bottlenecks and optimize performance. Use system monitoring tools like Prometheus or Grafana to track key metrics.

  • 4.8
    medium2 days

    Implement Caching

    Implement caching to reduce latency and improve performance. Use caching tools like Redis or Memcached to store frequently accessed data in memory.

  • 4.9
    medium2 days

    Optimize Database Queries

    Optimize database queries to improve performance and reduce load on the database server. Use database profiling tools to identify slow queries and optimize them.

  • 4.10
    critical1 day

    Plan for Disaster Recovery

    Establish a plan for disaster recovery to ensure business continuity in the event of a system failure. Use backup and replication tools to protect your data and ensure it can be recovered quickly.

Phase 05

Compliance & Security

10 tasks
  • 5.1
    critical1 day

    Identify Relevant Regulations

    Identify the relevant regulations that apply to your Conversational Commerce solution. Examples include GDPR, CCPA, and HIPAA. Consult with legal counsel to ensure compliance.

  • 5.2
    critical2 days

    Implement Data Encryption

    Implement data encryption to protect sensitive user data. Use encryption algorithms like AES-256 to encrypt data at rest and in transit.

  • 5.3
    high2 days

    Implement Access Controls

    Implement access controls to restrict access to sensitive data and functionality. Use role-based access control (RBAC) to grant users only the permissions they need.

  • 5.4
    high2 days

    Conduct Security Audits

    Conduct regular security audits to identify vulnerabilities and ensure compliance with security standards. Use penetration testing tools to simulate attacks and identify weaknesses.

  • 5.5
    medium1 day

    Implement Data Retention Policies

    Implement data retention policies to define how long user data is stored and when it is deleted. Comply with data retention requirements specified in relevant regulations.

  • 5.6
    critical1 day

    Obtain User Consent

    Obtain user consent before collecting and processing personal information. Provide users with clear and concise information about how their data will be used.

  • 5.7
    high1 day

    Implement Logging and Monitoring

    Implement logging and monitoring to track user activity and detect security threats. Use security information and event management (SIEM) tools to analyze logs and identify suspicious activity.

  • 5.8
    medium1 day

    Train Employees on Security Best Practices

    Train employees on security best practices to prevent data breaches and security incidents. Provide training on topics such as password security, phishing awareness, and data handling.

  • 5.9
    high1 day

    Establish Incident Response Plan

    Establish an incident response plan to handle security incidents and data breaches. Define the steps to be taken in the event of an incident and assign responsibilities to team members.

  • 5.10
    low0.5 day

    Review and Update Policies Regularly

    Review and update your security policies and procedures regularly to ensure they remain effective and compliant with evolving regulations and threats.

Pro tips

  • Prioritize integrations with platforms like Salesforce, Shopify, and Zendesk to maximize the value of your Conversational Commerce solution.
  • Focus on building a strong NLP model that can accurately understand user intent and provide relevant responses. Use tools like Rasa X to improve your model's accuracy.
  • Implement robust error handling to gracefully handle unexpected user inputs and prevent frustrating user experiences. Use tools like Sentry to track and resolve errors.
  • Monitor key metrics such as conversation completion rate and customer satisfaction to identify areas for improvement. Use tools like Google Analytics to track these metrics.
  • Consider offering a hybrid approach that combines automated conversations with human agent support to provide the best possible customer experience. Use platforms like Intercom or Zendesk Chat to manage human agent interactions.

Frequently asked questions

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