See how digital transformation can change your business and help your organization develop new capabilities.

Mastering Transaction and Event Monitoring for Your Mule Apps

By Team enkaytech, September 20th, 2023

Monitoring Salesforce Business Events with MuleSoft’s Insight

Problem Statement

Our insurance customer relies on the integration of Guidewire Engage and Salesforce for their operations. Troubleshooting these integrations became challenging when we needed to access specific information contained within message bodies, such as Customer Name, Insurance Policy Number, Claim Number, Policy Type, Claim Amount, and more. Additionally, there was a need for efficient query-based searches through a portal. To address these challenges, we turned to MuleSoft’s Insight tool, which proved invaluable for various stakeholders, including Business Analysts, Testers, Developers, QA teams, and end users, enabling end-to-end tracking of critical business information.

Overview of Insight

Insight is a powerful troubleshooting tool offered by MuleSoft that offers comprehensive visibility into business transactions and events occurring within Mule applications deployed on CloudHub and on-premises servers. It functions as an essential resource for tracking every action your data undergoes in an application, aiding in the identification and resolution of errors during message processing.


The Insight dashboard empowers users to monitor events within the flows that manage their business transactions. Users can drill down into event-related data to uncover the root causes of failures, identify performance bottlenecks, and verify compliance with organizational procedures.

Key Questions Addressed by Insight

  • Insight helps address crucial questions, including:
  • What transpired during a specific transaction or synchronization?
  • When did the transaction occur, and what was its duration?
  • What was the outcome of a transaction?
  • In the event of a processing error, at which stage did the failure take place?

Default Items Tracked by Insight

  • Upon enabling Insight, the following elements are tracked by default:
  • Data passing through endpoints (both inbound and outbound) in Mule applications.
  • Initiation and completion of flows.
  • Custom business events incorporated within Mule flows.


Insight Dashboard and Tracking Levels

The Insight dashboard offers information at three distinct tracking levels:

  1. Transactions: These represent logical groupings of related events, often aligning with a business perspective of the system.
  2. Events: These provide low-level details of a transaction and map to message processors and endpoints. Events reveal information about exceptions and any custom business events configured.
  3. Metadata: Customized key-value pairs specified as part of custom events in your application. This level of tracking provides insights into high-level business events.

Important Considerations

Enabling Insight can have a significant impact on data processing performance and memory consumption. Consequently, it should not be enabled for extended periods in production environments.

Monitoring Transaction

Insight should primarily be used for troubleshooting specific transactions by searching for a transaction ID or a unique text string.

Mule Log and Event Details

The Mule log captures essential information about the app and lifecycle events. For instance, it records entries when a Mule service or app starts, deploys, stops, or un-deploys. Additionally, Mule automatically logs multiple messages and specific elements in your app flows to aid in debugging and event tracking.

These logs provide insights into failure events and offer detailed information about the event, including the reasons behind the failure and its root cause.

Monitoring Business

Below is an example of what a successful event log looks like, encompassing all event and flow details.


By leveraging MuleSoft’s Insight, Enkaytech successfully addressed the challenge of monitoring Salesforce business events within our insurance customer’s integration landscape. This powerful tool empowered stakeholders across the organization, enabling efficient troubleshooting, error resolution, and enhanced visibility into critical transactional data. The deployment of Insight exemplifies our commitment to delivering robust solutions that meet our customer’s evolving needs and ensure seamless operations.

Create more value for your business with such tools and implementations from Enkaytech. Contact us today!


Modernizing Legacy Technology for a Chemical Manufacturing Provider with Azure Solutions


Our Customer, a leading provider of water, hygiene, and energy technologies, was facing several challenges with their existing technology infrastructure. Their primary issue revolved around a decade-old SharePoint-hosted application that was not meeting their evolving business needs. The challenges they encountered included:

Outdated Technology: The existing system was built on technology that was over a decade old, making it difficult to integrate with modern tools and technologies.

Inefficient Document Management: Users were struggling with document management as the system lacked effective search functionality, making it cumbersome to locate and access important documents.

Poor User Experience: The user interface of the application was dated and cumbersome, leading to difficulties in navigating and using the system effectively.

Lack of Reporting Features: The application lacked robust reporting features, making it challenging for the management team to extract meaningful insights from their data.



To address these challenges, Enkaytech decided to embark on a digital transformation journey by modernizing its application using Microsoft Azure resources and best practices. The solution involved several key components and strategies:

Azure Resources: The application was redeveloped using various Azure resources, including Azure SQL Database, Azure Blob Storage, Azure Application Insights, Azure App Services, Azure Key Vault, Azure Cognitive Search, Azure Web Job, Power BI, and Web APIs.

Modern Development Approach: Our team of skilled and certified Azure developers adopted an entity model-first approach to rebuild the application. They also implemented unit-of-work patterns to insulate the application from changes in the data store and facilitate automated unit testing.

Role-Based Access Control: Using Azure Active Directory and AD groups, role-based rules were implemented in the application. This ensured that users had access only to their relevant work items, lab teams could view RTIs in their work queue, and managers had visibility into all RTIs with filterable options.

Enhanced Security: Application security was strengthened by implementing Azure Key Vault, which allowed for secure storage and management of sensitive information.

Workflow Automation: A status-based workflow was designed and implemented, providing transparency and alerting lab technicians when an RTI was past due.

Document Search Capability: Azure Cognitive Search was integrated to enable users to search documents and RTI records through free-form text queries. Documents attached to RTIs were stored in Azure Blob Storage.

Reporting with Power BI: Reports were developed using Power BI visualization, and role-based rules were also implemented in the reporting section, ensuring that users only saw data relevant to their roles.

Deployment and Release: The application was deployed to different environments using Azure DevOps, with approval-triggered release pipelines, ensuring smooth and controlled deployments.


The modernization efforts led to several significant improvements for the Customer:

User-Friendly Interface: The application now offers a modern, user-friendly interface, making it easier for employees to navigate and use the system efficiently.

Cloud-Based and Serverless: By leveraging Azure services, we made theSiginificant-results-for-ECOLAB customer move to a cloud-based and serverless architecture, reducing infrastructure costs and enhancing scalability.

Enhanced Security: Azure Key Vault and role-based access controls improved security, protecting sensitive data effectively.

Efficient Document Management: Azure Cognitive Search improved document management, allowing users to search and retrieve documents quickly.

Robust Reporting: Power BI-based reporting provided actionable insights, enabling better decision-making at all levels of the organization.

Cost Optimization: The optimized architecture helped reduce infrastructure costs while improving system performance and reliability.


In conclusion, the customer successfully modernized their legacy technology by embracing Azure solutions, resulting in a more user-friendly, efficient, and secure application that aligned with their evolving business needs. This case study highlights the benefits of leveraging cloud resources and best practices to overcome technological challenges and drive business transformation.

The Journey of a Logistic Customer Migrating their On-premises Data Center to Cloud


Our client, a logistics company, was facing the challenge of migrating their existing BizTalk infrastructure from the on-premises data center to the cloud. With the impending shutdown of their on-premises data center, they aimed to leverage cloud technology to reduce costs, improve scalability, and streamline their integration processes.

EDI Integration for International Logistics


To address the client’s needs, we devised a comprehensive migration plan to transition their BizTalk infrastructure to Azure cloud services.

Initial Migration to Azure Virtual Machines: We began by migrating the existing BizTalk environment to Azure virtual machines (VMs). We set up Virtual Networks (VNets), Azure Load Balancers, and firewalls to replicate the on-premises network infrastructure in the cloud. This initial step ensured a seamless transition, allowing us to maintain the same level of functionality for the client’s operations.

Azure BizTalk Servers and VNets Deployment: Once the migration to Azure VMs was completed successfully, we deployed Azure BizTalk Servers within the Virtual Networks. This setup ensured that the client’s operations remained uninterrupted while redirecting all traffic to the Azure-based BizTalk Servers.

BizTalk Migration Tool Utilization: To facilitate the migration of BizTalk applications, we employed the BizTalk Migration Tool. By analyzing the output of the tool, we identified the relevant artifacts to migrate to Azure. The tool not only assisted in creating the Azure Integration Services model but also generated ARM templates and Azure CLI scripts for application deployment.

Application Testing and Validation: After deploying the applications in Azure, we conducted thorough testing to ensure that the migrated applications provided the same level of functionality as their on-premises counterparts. Due to the complexity of the generated output, testing took time. However, our efforts allowed us to recreate the applications using Azure Integration Services successfully.

Iterative Migration Approach: Considering the complexity of the migrationAzure Integration Service process, we adopted an iterative approach. Rather than attempting a “big bang” migration, we tackled one application at a time. This approach minimized risks, allowed us to address any issues, and provided the ability to switch back to BizTalk if necessary.

Transition to Azure Integration Services: While migrating BizTalk applications, we shifted our focus from new BizTalk development to implementing integration solutions using Azure Integration Services. This shift provided our client with more value by leveraging modern integration capabilities, including easier development through low-code/no-code experiences.

Benefits of Our Solution

The migration from BizTalk to Azure yielded several benefits for our logistics client:

  • Modern Integration Platform: The adoption of Azure Integration Services provided a modern integration platform as a service (iPaaS) with enhanced authentication schemes, scalability, and seamless integration with other cloud-native services.
  • Cost Efficiency: The consumption-based pricing model of Azure allowed the client to avoid overprovisioning and inefficiencies, resulting in cost savings.
  • Simplified Development: With Azure Logic Apps’ low-code/no-code approach, new developers could quickly build integrations, reducing the learning curve associated with BizTalk.
  • Data Center Shutdown: The successful migration enabled the client to shut down their on-premises data center, achieving their goal of moving entirely to the cloud.

Through a systematic migration approach and the utilization of Azure services, our logistics client successfully transitioned from on-premises BizTalk to a cloud-based integration solution. The iterative migration approach, combined with the benefits of Azure Integration Services, allowed the client to reduce costs, enhance scalability, and streamline their integration processes while ensuring operational continuity throughout the transition.

Enabling Seamless Integration with Non-CargoWise One Partners


CargoWise One, a leading logistics software solution, offers a comprehensive suite of tools for logistics service providers. However, as not all industry partners use CargoWise One, businesses often require integration with various partners using different software solutions. Enkaytech, a CargoWise Service Partner and Microsoft Gold partner specializes in system integration and custom software development, helping companies seamlessly connect with non-CargoWise One partners.

EDI Integration for International Logistics

Case 1: EDI Integration for International Logistics

Challenge: An international logistics company utilizing CargoWise One needed to integrate with a large retailer using a different software solution, requiring EDI communication for orders and shipments.

Solution: Enkaytech configured EDI mappings and workflows within CargoWise One to facilitate EDI message exchange. They took the lead in communication with the customer, ensuring a smooth implementation and testing process.

Outcome: The integration led to reduced manual errors, improved data accuracy, enhanced operational efficiency, and compliance with industry standards. The logistics company praised Enkaytech’s expertise and service quality.

Case 2: Web Services Integration for Automotive Manufacturing

Challenge: A leading automotive parts supplier utilizing CargoWise One needed to integrate with a vendor using a different software solution, requiring real-time web services communication.

Solution: Enkaytech developed and integrated web services, enabling seamless data exchange between the two systems. They provided ongoing support to ensure reliability and performance.

Outcome: Real-time data exchange improved supply chain visibility, customer satisfaction, and control over logistics operations. The manufacturing company valued Enkaytech’s technical skills and ongoing support.

Case 3: Logixboard Integration for NationalSelf-Service-Automation Logistics

Challenge: A national logistics provider using CargoWise One needed to integrate with customers not using any software solution, requiring a user-friendly interface for managing shipments.

Solution: Enkaytech integrated CargoWise One with Logixboard, a cloud-based platform. Logixboard’s intuitive dashboard allowed customers to manage shipments, track statuses, and share documents seamlessly.

Outcome: Logixboard’s integration elevated customer experience and offered advanced functionalities without requiring new software adoption. The logistics provider increased visibility, efficiency, and profitability.


Enkaytech’s expertise in system integration and custom software development has enabled seamless integration between CargoWise One users and their non-CargoWise One partners. Through EDI, web services, cloud integration platforms, and Logixboard, Enkaytech addresses diverse integration needs. Businesses seeking efficient and secure data exchange with partners can trust Enkaytech’s experience and expertise.

If you’re interested in integrating your non-CargoWise One partners with CargoWise One or have questions, reach out to Enkaytech at or visit for more information.

Accelerating Integration for a Midwestern Logistics Company with Azure API Management


A prominent logistics company based in the Midwest recognized the need to integrate rapidly with new trading partners to offer efficient freight forwarding services. The company faced challenges in swiftly onboarding end customers, enabling purchase order communication via a web portal, and sending invoices back to partners. The existing approach of using SOAP-based web services and WSDL contracts was time-consuming, hindering quick integration. The company sought a more streamlined and effective solution.

freight forwarding services


The logistics company embarked on a transformation journey, shifting its infrastructure to the Azure platform. This transition included adopting Azure API Management, a pivotal decision in their Platform-as-a-Service strategy. Azure API Management offered scalability, security, and resilience, all while delivering capabilities to the market. A crucial element was the Developer Portal, which empowered developers and integrators to access functionality effectively.

The Developer Portal featured various integration possibilities using languages like Python, Java, or C#. It provided sample codes generated by Azure API Management for quick experimentation. By integrating this solution into their existing Azure environment, the logistics company simplified their market approach, benefiting not only their speed to market but also the ease of integration for customers and trading partners.

The solution also addressed response time and reliability concerns, ensuring quick response times and minimal downtime. As the company expanded geographically, the use of Azure API Management facilitated high availability across regions, without needing to establish physical resources.

Using Azure DevOps and Azure Rest APIs, the company automated API publication and security policy updates, allowing seamless feature enhancements and releases with zero downtime. Azure API Management easily accommodated the company’s growth from serving a few APIs to handling over a thousand API calls daily. The ability to set policies, prioritize customers, and manage throttling ensured optimal performance and customer experience.


Focus on Business Value: By leveraging Azure API Management, the company directed their efforts towards creating valuable APIs rather than maintaining on-premises infrastructure.

Enhanced Customer Satisfaction: The transition to Azure API Management led to no degradation of service, ensuring high customer satisfaction due to consistently reliable performance.

Improved Developer Portal: With the integration of AngularJS and customEDI in Transportation and Logistics coding, the Developer Portal’s user experience was enhanced, providing smoother interactions and greater value for end users.

Scalable Growth: The company’s use of Azure API Management allowed them to seamlessly scale their operations and handle significant growth in API calls without major operational changes.

Rapid Onboarding: The ability to offer sample codes and documentation via the Developer Portal significantly expedited the onboarding process for new customers and trading partners.

Future-Ready: Building atop Azure’s robust tech stack, the company gained the ability to continue adding functionality and features to their APIs, ensuring a dynamic and competitive offering.


By embracing Azure API Management, the logistics company successfully addressed integration challenges, enhanced its developer and customer experiences, and positioned itself for continued innovation and growth in the logistics industry.

Smart B2B Transaction Monitoring Solution Using Azure Logic Apps


The logistics customer needed a way to monitor their B2B transactions, including EDI, XML, and CSV files, to ensure successful delivery. They also wanted alerts for any transaction failures.



The solution involved the following steps:

Integration with Azure Logic Apps: The integration solution was built in the cloud using Azure Logic Apps. This platform enables the creation of workflows to automate and integrate processes.

Enkay PRO Monitoring Tool: Enkay PRO, a cloud-based monitoring tool, was utilized to monitor tracking and business activity data generated by Logic Apps.

Exception Alerts: When transactions fail to transmit, Enkay PRO sends email alerts containing exception details. These alerts help the customer quickly identify issues.

Resubmission of Failed Transactions: The Enkay PRO portal allows the customer to resubmit failed transactions. This helps ensure that critical transactions can be successfully processed, even if downstream services are temporarily unavailable.

Access Management: The customer’s support team and employees were given access to the Enkay PRO portal without requiring changes to their Active Directory security settings.


The benefits of this solution included:

Quick Reaction to Failures: The modern web application allows the customer to react promptly to failure alerts, ensuring timely issue resolution.

Resubmission Capability: The ability to resubmit failed transactions, Benefits of Enkay pro individually or in bulk, provided flexibility and control over the process.

Affordable Subscription Pricing: Enkay PRO’s subscription-based pricing was cost-effective compared to other monitoring solutions available in the market.

Automated Integration Discovery: Enkay PRO automatically detects and displays new integrations added to the customer’s Azure tenant. This simplifies the management of monitoring across various services.

Email Alerts: The customer valued email alerts, which helped them quickly identify and address issues, ensuring they met their service level agreements (SLAs).


Overall, the combination of Azure Logic Apps and Enkay PRO offered an efficient, cost-effective, and user-friendly solution for monitoring, alerting, and managing B2B transactions in the logistics customer’s environment.

Enhancing Customer Engagement for a Health Insurance Provider with Microsoft BizTalk Server


A prominent health insurance provider operating in the Pacific Northwest faced the challenge of providing access to their insurance policies through external websites and portals. The aim was to empower potential customers to calculate insurance rates and explore available options. Additionally, the company needed a streamlined business process to connect external website inquiries to their internal Siebel CRM systems, facilitating customer tracking and effective follow-up.


Leveraging the capabilities of Microsoft BizTalk Server, a comprehensive solution was devised to bridge the gap between external web portals, Siebel CRM systems, and internal business processes.

External Website Connectivity: BizTalk Server was employed to design business processes that facilitated seamless connections to external websites using WS-* standards. The choice of BizTalk’s WCF-Custom adapters ensured compatibility with the WS-I basic profile for enhanced security and transactional integrity.

Siebel CRM Integration: To establish a seamless connection between external website requests and the company’s internal Siebel CRM systems, BizTalk’s Siebel adapter was utilized. This adapter offered built-in capabilities for connecting and discovering Siebel CRM schemas, enabling a streamlined integration process.

health insurance industryEfficient Schema Selection: The Siebel adapter facilitated the selection of specific Siebel CRM schemas needed for the integration, thus reducing unnecessary data exchange and ensuring data accuracy.

Business Activity Monitoring (BAM) Implementation: Microsoft SharePoint Server was leveraged to provide insights into business activity monitoring (BAM) aggregate data. This data was presented using SharePoint’s business intelligence (BI) tools, including Excel Services and SQL Server Reporting Services.

Operational BI Demonstration: A developer from the solution provider showcased the operational BI capabilities of SharePoint and BAM at a Microsoft-hosted conference held in Chicago. This served as a practical demonstration of the solution’s effectiveness in a real-world scenario.

The strategic implementation of Microsoft BizTalk Server showcased its prowess in addressing complex challenges within the health insurance sector. By integrating external websites with internal Siebel CRM systems, the company successfully engaged potential customers, enabled accurate rate calculations, and facilitated insurance option exploration. The integration of BizTalk’s Siebel adapter streamlined data exchange and enhanced the efficiency of the internal CRM processes. The incorporation of SharePoint’s business intelligence tools for BAM provided valuable insights into operational data, facilitating data-driven decision-making.

This case study exemplifies the potential of technology-driven solutions to revolutionize customer engagement and streamline internal processes, ultimately contributing to better customer service and enhanced business outcomes in the health insurance industry.

Insurance and Mortgage Data Integration


A large insurance company faced a significant challenge in providing essential support to its agents for mortgage lender inquiries, while also ensuring life insurance underwriters had access to critical medical information stored in the Medical Information Bureau’s (MIB) systems. This integration task was complex due to the need for connections with IBM mainframes internally and adhering to ACORD standards for external communication with MIB.



Leveraging the capabilities of Microsoft BizTalk Server, a solution was meticulously crafted to address the multifaceted integration needs, leading to enhanced operational efficiency and customer service quality.

Designing Orchestrations for Mortgage Lender Inquiries: The integration solution commenced with the creation of orchestrations within BizTalk Server that replicated the entire mortgage lender business process. This enabled seamless handling of mortgage lender inquiries while adhering to business rules and requirements.

High Availability and Scalability with BizTalk: BizTalk Server’s inherent high availability and scalability features played a pivotal role in ensuring the system remained operational 24×7. The architecture was designed to withstand various load scenarios and fluctuations in demand.

Integration with Legacy “Green Screen” Applications: To grant life insurance underwriters access to medical information stored in MIB’s systems, BizTalk Server was employed to integrate the “Green Screen” applications. The BizTalk MQSeries adapter facilitated communication by receiving requests via IBM MQSeries queues.

Real-time Transformation to ACORD Standards: Upon receiving messages from the MQSeries queues, the orchestration within the BizTalk Server initiated real-time transformations of the requests using ACORD schemas. This ensured compatibility with external systems and communication standards.

Communication with MIB Web Service: The transformed ACORD messages were forwarded to MIB’s external web service. This integration was pivotal in obtaining the necessary medical information for underwriters.

Integration of MIB ACORD Response: MIB’s web service returned ACORD responses, which were received by BizTalk Server via the SOAP adapter. These responses were then converted by BizTalk orchestrations into an internal format compatible with the company’s legacy data schema.

Utilizing MQSeries Adapter for Response Handling: The BizTalk MQSeriesMicrosoft-BizTalk-Server adapter was employed to post the transformed responses back to MQSeries queues. This seamless communication ensured the accurate and efficient flow of information.

Building Scalable and Reliable Environments: The project also encompassed the creation of diverse environments, including clustered SQL Server instances that housed BizTalk Server databases, and load-balanced front-end BizTalk servers. This architecture catered to present and future applications, accommodating varying message volumes effectively.

The successful implementation of Microsoft BizTalk Server for this major insurance company showcased its ability to efficiently integrate diverse systems, streamline business processes, and improve customer service. By providing seamless support for mortgage lender inquiries and enabling life insurance underwriters to access medical information, the company realized increased efficiency, reduced manual work, and enhanced data accuracy. This case study exemplifies how innovative integration solutions can revolutionize operational dynamics within the insurance industry, facilitating better decision-making and improved services for both clients and customers.

Streamlined Integration for a Midwest Insurance Company through Service Oriented Architecture


A prominent insurance company operating in the Midwest was faced with the challenge of seamlessly integrating a diverse array of third-party products to enhance their services in Auto, Home, and Life insurance. The absence of a unified system hindered operational efficiency, customer service, and cost-effectiveness.


Enkaytech, a renowned technology solutions provider, undertook the task of crafting a comprehensive solution leveraging Microsoft BizTalk Server 2020 to establish a Service Oriented Architecture (SOA) that harmoniously interconnected disparate systems. The solution’s key components included:

Proof of Concept Development: Enkaytech initiated the project by creating a robust proof of concept (PoC) to showcase the potential benefits of integrating various web services, both internal and from external vendors, through the Microsoft BizTalk Server.

Seamless Scalability: Enkaytech demonstrated the scalability feature of the BizTalk infrastructure, assuring the client that they could begin with the cost-effective BizTalk Server Standard Edition and seamlessly upgrade to the more advanced BizTalk Server Enterprise Edition when required.

Enterprise Service Bus (ESB) Implementation: The BizTalk ESB Toolkit 2.3 was utilized to construct an agile and responsive Enterprise Service Bus, connecting disparate services within the company’s ecosystem.

Guidewire and OnBase Integration: Enkaytech employed ESB itineraries to facilitate seamless integration between Guidewire’s policy, claim, and billing centers, and the customer’s document management system, OnBase, developed by Hyland Corporation.

Custom OnBase Adapter: A specialized WCF-based OnBase adapter wasarchitectural diagrams developed, enabling both in-house applications and custom .NET code to establish connections with OnBase, either through the BizTalk platform or via custom code.

Source HOV Integration: Enkaytech integrated the Source HOV document generation system with the ESB, harnessing web services hosted within the ESB to archive essential documents to OnBase, thereby enhancing data centralization.

Business Activity Monitoring (BAM): Enkaytech’s solution incorporated the design and implementation of BAM views and activities across all integrated business processes. This enabled the client to meticulously track message details and monitor performance in real-time.

BAM Aggregates for Performance Insight: To bolster the client’s performance tracking capabilities, Enkaytech designed and constructed BAM aggregates that offered both real-time and historical reports. These insights empowered the client to adhere to stringent service level agreements consistently.

Enkaytech’s strategic implementation of a Service Oriented Architecture using Microsoft BizTalk Server 2020 delivered remarkable results for the large Midwest insurance company. The seamlessly integrated third-party products significantly improved operational efficiency, enhanced customer service quality, and reduced overall costs. The ability to track message details and performance through BAM views, coupled with the insights provided by BAM aggregates, ensured that the insurance company consistently met service level agreements. This case stands as a testament to Enkaytech’s proficiency in designing and executing complex integration solutions for the insurance sector, demonstrating how technology can revolutionize business processes and outcomes.

Developing a Quality Standards Chat Bot using the Microsoft Bot Framework


Healthcare Solutions, a leading provider of technology solutions for the healthcare industry, aimed to enhance customer engagement and support by integrating a chatbot into their website. The goal was to create an automated system that could assist website visitors in finding information about quality standards for hospitals and medical clinics. This would improve the overall user experience and streamline the process of accessing critical information.


Information Retrieval: The primary challenge was to develop a chatbot that could effectively retrieve accurate information related to quality standards in the healthcare industry. The bot needed to understand various user queries and provide relevant responses.

User Interaction: Designing a natural and intuitive interaction between the chatbot and users was crucial to ensure a positive user experience. The bot needed to interpret and respond to a wide range of user inputs.

Fallback Mechanism: When the chatbot couldn’t provide a satisfactory answer, a mechanism was needed to collect user contact information and route the conversation transcript to a human representative via the Microsoft Teams channel, and a member of that channel could provide the necessary information.

Integration: Integrating the chatbot seamlessly into Microsoft Teams was essential to incorporating the new functionality.


Enkaytech partnered with a team of skilled developers and AI experts to implement the chatbot solution using the Microsoft Bot Framework and Microsoft Teams. The following steps were taken to address the challenges and achieve the desired outcomes:

Bot Design and Development

The team designed a conversational flow that covered a range of quality standards-related topics in the healthcare industry.

Leveraging the Microsoft Bot Framework’s capabilities, the team trained the bot using Natural Language Processing (NLP) techniques to understand and respond to user queries.

Knowledge Base Creation

The developers compiled a comprehensive knowledge base of quality standards information, guidelines, and regulations for hospitals and medical clinics.

This knowledge base served as the foundation for the chatbot’s ability to provide accurate responses.

User Interaction

The team programmed the bot to interact with users in a natural and engaging manner. This included understanding synonyms, context, and variations in user queries.

The bot was designed to handle both open-ended questions and specific queries about quality standards.

Fallback Mechanism

When the chatbot couldn’t provide an answer, it prompted users to provide their contact information.

The transcript of the conversation, along with user details, was automatically forwarded to an internal Microsoft Teams channel, and any of the experts within that channel was able to being answering the customer’s questions.


The chatbot was seamlessly integrated with Microsoft Teams.


The implementation of the quality standards chatbot yielded significantBiztalk-Migration.jpg benefits for Healthcare Solutions:

  • Improved Customer Support: The chatbot provided instant responses to customer queries, enhancing customer support and engagement.
  • Efficient Information Access: Users could quickly access accurate information about quality standards without navigating through multiple web pages.
  • Enhanced User Experience: The intuitive and user-friendly interface of the chatbot improved the overall website experience.
  • Lead Generation: The fallback mechanism allowed Enkaytech to capture leads by collecting user contact information for follow-up.
  • Reduced Workload: The chatbot reduced the workload on customer support representatives by handling routine inquiries.


The successful integration of the quality standards chatbot using the Microsoft Bot Framework demonstrated Healthcare Solutions’ commitment to innovation and customer-centric solutions. By providing instant, accurate, and relevant information to website visitors, the chatbot elevated user experience and improved the efficiency of customer support. Enkaytech’s investment in AI-driven technologies positioned them as pioneers in leveraging chatbots to enhance customer engagement in the healthcare technology sector.