Case Study
Route Optinization with AI
Overview
A North American logistics operator managing a mixed fleet of vans, bikes, and electric vehicles was facing rising operating costs and declining delivery performance. The dispatch process relied heavily on manual planning, with routes created at the start of the day and rarely adjusted. This approach failed to account for live traffic, weather changes, or shifting customer priorities, resulting in missed delivery windows and reduced customer satisfaction. Partnering with Sphere, the operator implemented an AI-based route optimization and dispatch platform that improved delivery speed, cut fuel costs, and increased customer satisfaction — all within two months.
Challenges
The logistics operator’s last-mile delivery network was constrained by outdated planning processes and a lack of automation. Routes were set manually at the start of each day, with no mechanism for dynamic adjustment. Fleet inefficiencies, inaccurate ETAs, and slow responses to changing conditions were undermining performance. The most pressing problems included:
Vehicle assignments did not consider differences in capacity, driver experience, or delivery zone complexity. This led to underutilized vehicles in some areas and overburdened drivers in others, increasing operational inefficiencies.
Dispatchers were spending hours creating static daily delivery plans without factoring in real-time conditions. Once assigned, routes remained unchanged throughout the day, even when delays occurred or order priorities shifted.
Customers often received delivery windows that were inaccurate by several hours. Without proactive adjustments or timely notifications, late deliveries damaged trust and contributed to negative customer feedback.
Lack of Operational Agility
There was no system in place to dynamically reassign deliveries when conditions changed. Weather disruptions, traffic jams, or urgent new orders could not be accommodated without major manual intervention.
Our Solution
Sphere designed and implemented an AI-powered route optimization and dispatch engine that integrated directly with the operator’s existing logistics platform and mobile driver application. The solution combined real-time data analysis with intelligent task allocation to maximize delivery performance.
The AI engine ingested live traffic feeds, weather forecasts, order deadlines, and historical delivery performance data. Using advanced routing algorithms, it calculated the most efficient delivery sequences and continuously updated them throughout the day. Drivers received updated routes directly on their devices, minimizing time lost to unexpected delays and maximizing route efficiency.
The system factored in vehicle capacity, driver experience, delivery location complexity, and current workload before assigning tasks. This ensured high-value and time-sensitive deliveries were handled by the most capable drivers, while lighter loads were distributed to smaller or more agile vehicles such as bikes or EVs.
The platform integrated with the operator’s customer notification system to provide accurate, real-time ETAs. If a delay was detected, the AI triggered automated alerts giving customers the option to reschedule or accept a later window. This transparency helped maintain trust even when disruptions occurred.
Integration was achieved via secure APIs, with no interruption to ongoing delivery operations. The system was designed to work alongside existing dispatch workflows, enabling a smooth transition for both dispatchers and drivers. Pilot testing was completed in four weeks, followed by a full rollout in under two months.
Key Achievements
Reduced operating expenses by eliminating unnecessary mileage and optimizing fleet deployment.
Improved adherence to scheduled delivery windows.
More accurate ETAs and proactive communication boosted trust and NPS.
Full return on investment achieved within eight weeks of deployment.
Result
The AI-based route optimization and dispatch solution gave the logistics operator the agility to adapt to real-time conditions without increasing operational complexity. By intelligently balancing fleet resources, improving ETA accuracy, and enabling dynamic route adjustments, the operator achieved significant cost savings and measurable gains in customer satisfaction — all within a rapid implementation timeline.
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Lee Ebreo
VP of Engineering at Credit Ninja
These things would not have been achievable if we did not build our own in-house system and if we did not partner with Sphere to help us achieve our goals.

Selah Ben-Haim
VP of Engineering at Prominence Advisors
Our experience with Sphere and their team has been and continues to be fantastic. We keep throwing new projects at them, and they keep knocking them out of the park (including the rescue of a project that was previously bungled by another vendor).

Ben Crawford
Senior Product Manager at Enova Financial
I would expect to be delighted. It's been a really positive experience, working with Sphere, and I would expect you to have the same.

Mark Friedgan
CEO at CreditNinja
Sphere consistently prioritizes the needs of their clients, demonstrating both agility and teamwork. As an offshore team, they have been an integral part of our organization and we plan to continue growing with them.

René Pfitzner
Co-Founder at Experify
Sphere provided excellent full-stack development manpower to augment our team and help push our product forward. They are easy to work with, tech-savvy and proactive.

Bruce Burdick
Chief Information Officer at Integra Credit
We've been working with Sphere and its excellent consultants since our founding. I've found that they are true partners in the success of our business.

Jemal Swoboda
CEO at Dabble
The resources and developers that Sphere Software provides are skilled and have the required technical expertise, but more importantly, they have helped us build a culture of excellence within our team.

Arthur Tretyak
Founder and CEO at IntegraCredit
With Sphere, we were able to migrate in half the time it would take to train an additional FTE… and for a fraction of the cost. Our experience with Sphere has been exceptional.

Lee Ebreo
VP of Engineering at Credit Ninja
These things would not have been achievable if we did not build our own in-house system and if we did not partner with Sphere to help us achieve our goals.

Selah Ben-Haim
VP of Engineering at Prominence Advisors
Our experience with Sphere and their team has been and continues to be fantastic. We keep throwing new projects at them, and they keep knocking them out of the park (including the rescue of a project that was previously bungled by another vendor).

