YOY Increase in Flip Rate
Response Time Reduction
Lead Qualification Accuracy
Culkin Plumbing and Heating is North West London's premier plumbing and heating service provider, serving residential and commercial clients across multiple postcodes including NW2, NW6, and W9.
"We've always focused on metrics and efficiency in our operations," says Jeff Culkin, founder and director. When the ML-Dispatcher team first demonstrated their system, Jeff immediately recognized the potential impact of the real-time insights and automation capabilities.
"The ability to automatically qualify and route leads while maintaining our high service standards was exactly what we needed to scale."
Since implementing ML-Dispatcher, Culkin has seen significant improvements in their key metrics:
"The system's ability to automatically prioritize and route leads has transformed our operation. Our team can now focus on what they do best - delivering exceptional service."
The implementation leveraged several key components of our ML-Dispatcher framework:
AI-powered system that matches leads with the most suitable technicians based on expertise and availability
Machine learning models that assess and prioritize leads based on historical conversion data
Explore the technical details in our open-source repository:
github.com/PpiNeaPpLe/ml-dispatcherWith ML-Dispatcher now fully integrated into their operations, Culkin Plumbing and Heating is positioned for continued growth. The system continues to learn and adapt, ensuring even better performance in the future.
"The ML-Dispatcher system has transformed how we handle our leads. The increase in efficiency and conversion rates has been remarkable, and the ROI was evident within the first month."
- Jeff Culkin, Founder & Director

Technical Implementation & Strategy