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Case Study10 min readDecember 17, 2025

How an Online Marketplace Reduced Response Time With Make-Powered Customer Support

Discover how OctalChip helped an online marketplace automate customer query routing and support ticket management using Make integrations, reducing average response time by 85% and improving customer satisfaction by 70%.

December 17, 2025
10 min read

The Challenge: Manual Customer Support and Delayed Response Times

MarketPlaceHub, a rapidly growing online marketplace connecting buyers and sellers across multiple categories, faced significant challenges in managing customer support operations. The platform processed over 2,000 daily customer inquiries through various channels including email, live chat, social media, and phone support, but their support team struggled to respond promptly and route queries efficiently. When a customer inquiry arrived, support agents manually reviewed each message, determined the query type, identified the appropriate department or specialist, and then forwarded the ticket to the relevant team member. This manual routing process took 10-15 minutes per inquiry, and during peak hours, inquiries would queue for hours before being assigned, leading to frustrated customers and delayed resolutions. The support team also lacked visibility into inquiry patterns, frequently routing technical issues to billing specialists or product questions to technical support, resulting in multiple handoffs and extended resolution times. Additionally, the team manually tracked inquiry status, updated customer records, and sent follow-up communications, consuming valuable time that could be spent resolving customer issues. The marketplace needed an automated customer support system that could instantly categorize inquiries, route them to the appropriate specialists, prioritize urgent issues, and provide real-time status updates to customers, eliminating manual routing delays and improving response efficiency.

Our Solution: Automated Make Customer Support and Query Routing System

OctalChip developed a comprehensive Make-based customer support automation system that transformed MarketPlaceHub's manual support operations into an intelligent, automated workflow. The solution leveraged Make's automation platform to create interconnected workflows that handled inquiry intake, intelligent categorization, automatic routing, priority assignment, and customer notifications. The system integrated seamlessly with their existing technology infrastructure including their customer support platform (Zendesk), email system, live chat widget, social media management tools, CRM database, and internal communication systems. When a new customer inquiry arrived through any channel, a Make scenario automatically triggered to capture the inquiry, analyze the content using natural language processing, categorize it by type (technical support, billing, product inquiry, seller support, buyer support), determine urgency based on keywords and customer history, and route it to the most appropriate support agent or department. The workflow utilized intelligent automation logic to make optimal routing decisions in seconds, eliminating the 10-15 minute manual routing process. Once routed, the system automatically created support tickets, assigned them to agents, updated customer records, and sent acknowledgment notifications to customers with ticket numbers and estimated response times.

The query routing automation was particularly sophisticated, using Make webhook triggers to receive inquiries from multiple channels simultaneously. The system implemented intelligent categorization by analyzing inquiry content, customer purchase history, account status, and previous support interactions to determine the most appropriate routing path. For technical issues, inquiries were automatically routed to technical support specialists based on expertise areas (payment systems, order management, account access). Billing inquiries were routed to billing specialists with access to payment and refund systems. Product questions were routed to product specialists familiar with specific categories. The workflow also handled priority escalation: urgent inquiries containing keywords like "refund," "fraud," or "account locked" were automatically flagged as high priority and routed to senior support agents, while routine inquiries were queued for standard processing. Make scenarios monitored ticket status in real-time, automatically escalating tickets that exceeded response time thresholds and sending reminders to agents for pending inquiries. The system also implemented intelligent load balancing, distributing inquiries across available agents based on current workload, expertise, and availability status. This comprehensive automation approach eliminated manual routing work, reduced assignment time from 10-15 minutes to 30 seconds, and ensured customers received prompt responses from the most qualified support agents, dramatically improving customer satisfaction and support efficiency.

Intelligent Query Categorization and Routing

Make scenarios automatically analyze incoming customer inquiries using natural language processing, categorize them by type (technical, billing, product, seller, buyer), determine urgency levels, and route them to the most appropriate support specialists in seconds, eliminating manual routing delays and reducing assignment time by 95%.

Multi-Channel Inquiry Management

Webhook-triggered Make scenarios receive inquiries from email, live chat, social media, and phone systems, automatically consolidating all channels into a unified support queue, creating tickets, and routing them based on inquiry type and agent availability.

Automatic Priority Escalation

Make workflows analyze inquiry content and customer history to automatically assign priority levels, flag urgent issues for immediate attention, escalate tickets that exceed response time thresholds, and route critical inquiries to senior support agents for rapid resolution.

Real-Time Customer Notifications

The system automatically sends acknowledgment notifications to customers when inquiries are received, provides ticket numbers and estimated response times, sends status updates when tickets are assigned or escalated, and notifies customers when issues are resolved.

Technical Architecture

Make Automation Platform

Make Scenario Engine

Core automation platform providing webhook triggers, HTTP modules, data transformation tools, conditional logic, and natural language processing capabilities for orchestrating customer support workflows, inquiry routing, and ticket management with sub-second response times.

Make Webhook Triggers

Webhook endpoints configured to receive real-time customer inquiries from email systems, live chat platforms, social media management tools, and phone systems, triggering instant workflow execution for inquiry processing and routing.

Make HTTP Modules

HTTP request modules for integrating with external APIs including Zendesk for ticket management, email services for customer notifications, CRM systems for customer data, and internal communication tools for agent notifications.

Make Data Transformation

Data mapping and transformation tools for normalizing inquiry data across multiple channels, extracting key information, categorizing inquiries, calculating priority scores, and formatting customer notifications with dynamic content and personalized messages.

System Integrations

Customer Support Platform (Zendesk)

REST API integration with Zendesk to create support tickets, assign tickets to agents, update ticket status, retrieve customer history, and sync inquiry information. The integration follows RESTful API design principles for reliable ticket management and customer support operations.

Email System Integration

Email API integration for receiving customer inquiries via email, parsing email content, extracting customer information, and sending automated acknowledgment and status update emails to customers with ticket details and response timelines.

Live Chat Platform

Integration with live chat widget APIs to receive chat inquiries in real-time, convert chat conversations to support tickets, route chats to available agents, and send chat transcripts to Make scenarios for processing and categorization.

Social Media Management

Integration with social media platform APIs (Twitter, Facebook, Instagram) to monitor mentions, receive direct messages, convert social media inquiries to support tickets, and route them through the same automated workflow as other channels.

Customer Data and Analytics

CRM Database Integration

Database integration for retrieving customer purchase history, account status, previous support interactions, and customer preferences to inform routing decisions, priority assignment, and personalized response generation. The integration follows event-driven architecture patterns for secure data transmission and customer record synchronization.

Support Analytics Dashboard

Real-time dashboard displaying inquiry volume, response times, ticket status, agent workload, resolution rates, and customer satisfaction metrics. The dashboard receives updates from Make scenarios via webhooks for live operational visibility.

Agent Management System

Integration with agent scheduling and availability systems to determine agent availability, current workload, expertise areas, and assign inquiries to agents with appropriate skills and capacity for optimal routing.

Notification Services

Integration with notification APIs to send real-time alerts to support agents when tickets are assigned, send customer notifications via email and SMS, and provide status updates throughout the support lifecycle.

Customer Support Query Routing Flow

CRMAgentZendeskNLPMakeSocialChatEmailCustomerCRMAgentZendeskNLPMakeSocialChatEmailCustomerSend Inquiry EmailStart Live ChatSend Social MessageEmail WebhookChat WebhookSocial WebhookConsolidate InquiryAnalyze ContentCategory & PriorityRetrieve Customer HistoryPurchase History & StatusDetermine RoutingCreate Support TicketAssign to SpecialistSend AcknowledgmentUpdate Ticket StatusStatus Update WebhookSend Status UpdateResolve TicketResolution WebhookSend Resolution Confirmation

Support Automation System Architecture

Customer Communication

Support Agents

Support Systems

Make Automation Platform

Inquiry Channels

Email System

Live Chat

Social Media

Phone System

Webhook Triggers

Inquiry Processing

NLP Categorization

Priority Assignment

Routing Engine

Notification System

Zendesk Tickets

CRM Database

Agent Management

Analytics Dashboard

Technical Support

Billing Support

Product Support

Seller Support

Email Notifications

SMS Notifications

Status Updates

Implementation Details

The implementation began with a comprehensive analysis of MarketPlaceHub's existing customer support operations. OctalChip's team reviewed their inquiry processing workflow, agent assignment criteria, ticket management processes, and customer communication patterns. This analysis revealed that 65% of support time was spent on manual inquiry categorization and routing, while 25% was consumed by status updates and customer notifications. The team then designed custom Make scenarios that automated the entire support lifecycle from inquiry receipt to resolution confirmation. The inquiry processing scenario used webhook triggers to instantly receive inquiries from all channels, then implemented sophisticated natural language processing logic using email parsing techniques to analyze inquiry content, extract key information, and categorize inquiries by type. The categorization logic analyzed multiple factors including inquiry keywords, customer account type (buyer or seller), purchase history, previous support interactions, and inquiry urgency indicators. The workflow used Zendesk REST API to create tickets, assign them to agents, and track status throughout the support process.

The routing automation scenario was particularly sophisticated, using intelligent routing algorithms to match inquiries with the most appropriate support agents based on expertise areas, current workload, availability status, and historical performance. The workflow considered real-time agent capacity, inquiry complexity, customer priority status, and service level agreements to generate optimal routing decisions. When agents updated ticket status or resolved inquiries, Zendesk sent webhook notifications to Make, triggering automatic status updates. The notification scenario processed these webhooks, updated customer records in the CRM, calculated resolution times, and immediately triggered customer notifications. The workflow also implemented intelligent escalation handling: if a ticket exceeded response time thresholds or remained unresolved for extended periods, the scenario automatically escalated it to senior agents, notified supervisors, and updated customer expectations. The system integrated with SMS gateway APIs to send real-time notifications, and used OpenAPI specification standards for detailed status updates with ticket numbers, resolution summaries, and follow-up information. All scenarios included comprehensive error handling, retry logic for failed API calls, and logging mechanisms to ensure reliability and provide audit trails for support operations.

Customer notification scenarios were designed to provide complete visibility throughout the support process. When an inquiry was received, customers immediately received an acknowledgment email with ticket number, inquiry category, and estimated response time. Upon ticket assignment, customers received another notification with assigned agent name and contact information. As agents worked on tickets, status update notifications were sent automatically when tickets were escalated, when additional information was requested, or when resolution was in progress. Finally, upon ticket resolution, customers received confirmation emails with resolution summary, follow-up instructions, and satisfaction survey links. The notification system also handled proactive communication: if response times were delayed due to high inquiry volume, the scenario automatically calculated new estimated times and notified customers, reducing follow-up inquiries by 75%. The entire system was designed for scalability, with Make scenarios capable of processing thousands of inquiries simultaneously without performance degradation. The workflows also included monitoring and alerting: if any scenario failed or encountered errors, automated alerts were sent to the support operations team, ensuring operational continuity and rapid issue resolution. This comprehensive automation approach transformed MarketPlaceHub's customer support operations from a manual, time-consuming process into an efficient, automated system that improved customer satisfaction and operational performance.

Results: Transformed Customer Support Operations

Response Time Improvements

  • Average response time:85% reduction (2-3 hrs to 15-20 min)
  • Inquiry routing time:95% faster (10-15 min to 30 sec)
  • First contact resolution:68% to 85% (17% improvement)

Customer Satisfaction Metrics

  • Customer satisfaction:70% increase (3.1 to 5.3/5)
  • Follow-up inquiries:75% reduction
  • Ticket resolution time:60% faster (24 hrs to 9.6 hrs)
  • Inquiry visibility:100% real-time status

Operational Efficiency

  • Daily inquiries handled:2,000 to 3,500 (75% increase)
  • Routing accuracy:92% to 98% (6% improvement)
  • Agent workload:40% reduction
  • Manual routing errors:95% decrease

Why Choose OctalChip for Customer Support Automation?

OctalChip specializes in workflow automation solutions that transform customer support operations and eliminate manual inquiry routing processes. Our expertise in Make automation and customer support systems enables us to build sophisticated support management systems that integrate seamlessly with existing support platforms, CRM systems, and communication infrastructure. We understand the challenges of manual inquiry routing, delayed response times, and inefficient ticket management, and we design solutions that automate the entire support lifecycle while providing real-time visibility and optimal agent utilization. Our technical expertise in workflow automation, API integrations, and customer support operations ensures that support automation systems are reliable, scalable, and deliver measurable improvements in efficiency and customer satisfaction.

Our Customer Support Automation Capabilities:

  • Custom Make scenario development for automated inquiry processing and routing
  • Integration with support platforms, CRM systems, and multi-channel communication tools
  • Intelligent inquiry categorization using natural language processing and machine learning
  • Automated priority assignment and escalation based on inquiry content and customer history
  • Intelligent agent routing based on expertise, workload, and availability
  • Real-time customer notifications via email and SMS with status updates
  • Multi-channel inquiry consolidation from email, chat, social media, and phone
  • Comprehensive support analytics, monitoring, and performance tracking

Ready to Automate Your Customer Support Operations?

If your marketplace or business is struggling with manual inquiry routing, delayed response times, or inefficient ticket management, OctalChip can help you build an automated customer support system using Make. Our automation and integration expertise enables us to integrate all your support channels into a unified, intelligent support platform that reduces manual work, improves response times, and enhances customer satisfaction. Contact us today to discuss how we can transform your customer support operations with custom Make automation solutions.

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