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Reduced time-to-right-team by 60% using AI triage across 3 separate systems, eliminating duplicate tickets and manual routing.
An IT support company had become the front-line support contact for one of their clients' customers. But behind that single point of contact sat a fragmented maze of systems: the IT support company handled technical infrastructure issues in their own ticketing system, whilst the client's operations team used Zendesk for service requests, and their engineering team tracked product issues in Jira.
For end customers, this created a confusing experience. They would contact support with a problem, but had no visibility into which team should handle it. The IT support company would have to manually read each ticket, determine the correct destination, and forward it to the appropriate system - sometimes getting it wrong and requiring a second manual handoff.
The result was predictable: delayed response times, duplicate tickets from frustrated customers resubmitting to different channels, and the IT support company's staff spending valuable time playing traffic controller instead of solving technical problems. Approximately 500 tickets per month were flowing through this fragmented system, with an estimated 40% requiring manual reassignment after initial triage.
Why did this happen? Like many growing organisations, the client had made pragmatic tool choices as different departments formed. Operations had standardised on Zendesk years ago. Engineering had deep workflows built around Jira. The IT support partnership emerged later. Each decision made sense independently, but collectively created friction at the customer boundary - the classic trade-off between departmental autonomy and customer experience.
Rather than force a costly consolidation onto a single platform - which would have disrupted established workflows across multiple organisations - we built an intelligent routing layer that sits between customers and the three backend systems.
The solution had two components: an AI-powered triage system that analyses incoming support requests and intelligently classifies them by issue type, and lightweight connectors that automatically create tickets in the appropriate destination system (Zendesk, or Jira). Customers now submit one ticket through a single interface, and the system handles the routing behind the scenes with no human intervention required.
Implementation took two weeks and required no changes to how any of the teams worked day-to-day. Each team continued using their preferred tools; only the intake process changed.
Customer Experience:
Operational Efficiency:
Business Impact:
ROI: The intelligent routing system paid for itself within three months through operational efficiency gains for the IT support company, whilst simultaneously improving the client's customer satisfaction scores. The solution continues delivering value with minimal maintenance.
Multi-organisation partnerships don't require unified platforms - sometimes the smartest integration strategy is building intelligent connectors that unify the customer experience whilst preserving what works well for each party. When an IT support company serves as the ingress point for a client with multiple backend teams, AI-powered routing can eliminate friction at the customer boundary without forcing disruptive consolidation across organisational boundaries.