Mutli-Agent Orchestration Envisioning
Our organization was evolving from classic interaction models to agentic workflows (autonomous + human‑in‑the‑loop). The workshop’s goal: imagine the near‑future of ERP with agents and turn ambiguous opportunity spaces into narrative prototypes leaders could evaluate and sequence into the roadmap.
My Contributions
Co‑captain & facilitation: Led a multi-disciplinary group, shaped the story, and ensured smooth delivery.
Narrative systems thinking: Mapped agent autonomy boundaries and trust-building mechanisms.
Operational cadence: Set crisp daily rhythms using deck, tooling, and checkpoints.
Automated scheduling & real-time efficiency
A narrative prototype from the envisioning Workshop, exploring adaptive agent workflows, human-in-the-loop trust, and cross-domain orchestration for operational efficiency.
Behind every seamless service experience is a well-orchestrated, manually managed schedule. Frontline workers are the true backbone of service delivery, and scheduling is more than logistics – it’s what ensures the right expert is at the right job, at the right time. This keeps customers happy, operations flowing and positively impacts efficiency, trust, and billable revenue.
Now, every scheduled job is potential revenue, but the real world rarely sticks to the plan! Dispatchers can spend up to 30 minutes per issue, multiple times a day, resolving real-time disruptions to frontline workers’ schedules. This coordination between frontline workers and dispatchers can add up to a minimum of 20 hours a month, managing scheduling disruptions. Traffic, weather, emergency jobs, parts availability, cancellations, and refuelling vehicles (just to name a few) all threaten to throw schedules off track. When schedules fall apart, so does efficiency, customer trust, and ultimately, revenue.
A specialized team of agents act as behind-the-scenes orchestrators, optimizing routes, reassigning jobs, and managing disruptions (all in real time). The back office can focus on strategic work, customer relationships and upskilling in new areas, and frontline workers can focus on delivering high-quality services. Agents will take care of the rest. This leads to faster response times and fewer delays – building trust and satisfaction among customers. Businesses benefit by unlocking new capacity, completing more jobs in less time, boosting revenue, and maximizing the return on every technician hour.
Bryan can benefit from these agents. Bryan’s an HVAC technician at a large multi-regional utility company. His workday starts and ends at home. He drives a truck carrying all the parts he needs, ensuring he’s well prepared for his work day. Let's take a look at Bryan’s work day, optimized by agents who keep efficiency, privacy, security, and safety top of mind →
Agent-Driven Scheduling and Productivity Boost
A team of Agents enables real-time schedule adjustments, ensuring responsiveness to changing priorities.
Automated updates keep both customers and the back office informed—no manual follow-ups needed.
Improved task completion rates lead to higher productivity and increased revenue for the company.
Resilience and Efficiency in the Face of Disruption
A situation that once seemed impossible to resolve on the fly, and would have cost time and money, is now handled in minutes.
Automated updates ensure that all stakeholders remain informed throughout the resolution process.
Bryan moves forward with confidence, knowing the updated plan has reassigned all original tasks.
Even with weather disruptions and schedule changes, the system maintains continuity and clarity.
Proactive Scheduling Optimization
The Scheduling and Routing Agent identifies an opportunity for one more nearby job and seamlessly integrates it into Bryan’s current schedule, maximizing efficiency without disrupting workflow.
Agile Response to Real-World Disruptions
A situation that once seemed impossible to resolve on the fly, is handled in minutes
Automated communication keeps all stakeholders informed throughout the resolution process.
Bryan proceeds with confidence, knowing the updated plan has successfully reassigned all original tasks.
Bryan and frontline workers everywhere no longer need to manage their schedule, routes, inventory and communication, manually. That’s a lot to think about. Instead.
A team of agents will collaborate to simplify, automate and optimize their day’s schedule. It enhances customer satisfaction by minimizing delays, ensuring timely arrivals, and allowing real-time adjustments to unexpected disruptions. We’ll see faster response times, fewer delays, and seamless appointments, building trust and satisfaction among customers. Businesses benefit by unlocking new capacity, completing more jobs in less time, boosting revenue, and maximizing the return on every technician hour.
These agents won’t do it alone. They further operate autonomously with other ERP agents. They collaborate and execute complex, high-value business processes to ensure smooth onboarding, expense management, inventory control, and sustainable practices. All with minimal human intervention, allowing the back office to focus on strategic work, customer relationships and upskilling in new areas, while frontline workers, like Bryan, can focus on their core responsibilities. The hands on work.