"I moved from Toronto to San Francisco myself with a relocation service. I knew exactly how many human touch points there were — and how many of them didn't need to be human at all."
— Jolie Ni, Founder of HA business built on human labour — with all the fragility that comes with it.
Relocation is coordination-heavy by nature. Every move requires intake calls, vendor management, immigration logistics, short-term housing, and shipping — all handled manually. That model works until it doesn't.
Too many touch points
Every move required a human coordinator at each step — intake, vendor coordination, immigration, housing, and shipping. High-touch by design, expensive by default.
Volatile revenue, unstable headcount
Revenue fluctuated with economic conditions and the housing market — triggering endless cycles of hiring, training, and right-sizing that drained resources.
Training costs that never ended
High turnover meant institutional knowledge walked out the door constantly. Training new coordinators consumed a significant share of revenue every single cycle.
Cases that fell through the cracks
With humans juggling dozens of concurrent moves across multiple vendors, things got missed. No system to catch what slipped. No guarantee of follow-through.
One dedicated agent per move case. Fully equipped. Always on.
We started by mapping the entire workflow and extracting every decision point. Then we built an operation agent that handles coordination end-to-end — with the right tools, the right permissions, and a human always in the loop for critical decisions.
Workflow mapping
Before writing a single line of code, we mapped every step and decision point in the relocation process to understand exactly where automation could replace manual work.
Internal knowledge access
Each agent is connected to the company's internal knowledge base — policies, vendor contacts, corner cases, and institutional know-how that would otherwise live only in people's heads.
Tool access
Agents can write emails, create support tickets, request signatures, and access the company database — all with strict permission controls and human approval gates on write actions.
Dedicated agent per case
Each relocation gets its own agent instance with completely isolated memory. No data bleed between clients. No crossed wires between cases.
Human-in-the-loop
Not a single critical decision goes out without human sign-off. A coordinator portal gives full visibility into every active case, pending approval, and escalation in real time.
24/7 operations
The agent runs around the clock, responds in milliseconds, and never lets a case go cold — regardless of time zone, business hours, or team capacity.
Designed for trust, not just efficiency.
Every design decision was made with one question in mind: would a human coordinator feel comfortable handing this case to the system?
Key design principles
- Each move case handled by a dedicated agent with isolated memory — no context bleed between clients
- Least-privilege permissions — read-only by default, all write actions require human approval
- Coordinator portal with full visibility into every case, approval queue, and escalation path
- Structured escalation — when the agent can't handle something, it hands off with full context, not a blank slate
- All outbound communications reviewed by a human before sending
Numbers coming soon.
We're compiling the full impact data — response time reduction, cost per case, training cost savings, and coordinator hours freed. Check back shortly.
Want to see what this looks like for your business?
We'll walk you through how an operation agent could work in your specific context — no pitch, just a practical conversation.
Book a free 30min consultation