Note: This is an internal case study. ROHU is co-founded by Leverwork's team — the methods here became the foundation for our client services.
ROHU is a creative marketing agency co-founded by Jonas and Sehaj. Like most service agencies, growth meant adding headcount — which compressed margins and complicated operations. The founders asked a different question: what if AI could handle everything except the creative strategy and client relationships that clients actually pay for?
The Challenge
Before deploying AI agents, ROHU operated like most creative agencies: talented people stretched across too many functions, with the non-creative work consuming more time than the creative work.
Profit margins hovered around 22%, with most revenue consumed by salaries. Scaling meant either raising rates or hiring more people — which compressed margins further. The operational bottlenecks were clear:
The Solution: Three Automation Pillars
Over 3 months, we deployed AI agents across three core pillars — handling not just repetitive tasks but entire operational workflows end-to-end:
Full-Stack Website Development
AI agents handle the complete website lifecycle for client projects — from design interpretation through production deployment. What once took a developer weeks now ships in hours.
Autonomous Operations
An integrated AI decision engine handles all administrative and executive workflows autonomously. No manual invoicing, no contract templates, no resource allocation spreadsheets.
Client Communications
AI-drafted communications calibrated to each client relationship. Full conversation context across all threads — tone matching, proactive follow-ups, and zero dropped threads.
The Results
Today, ROHU operates with just 2 people — the two co-founders on strategy and creative direction — plus AI agents handling everything else.
The AI agents handle everything that used to eat half our day — invoicing, contracts, even building entire client websites from scratch. We went from drowning in operations to actually focusing on creative strategy. That's what clients pay us for.
Timeline: 3 Months to Transform
Key Takeaways
Agency work is largely operations and process — admin, communications, even website builds — ideal for AI
Start with the highest-ROI, lowest-complexity tasks (admin process optimisation paid for itself in week 1)
AI handles full workflows, not just assists — the team delegated entire pipelines, not just tasks
Clients responded positively when shown improved quality and faster turnaround times
Roles Automated
This transformation automated 4 full-time roles across development, operations, and communications. If you're considering similar intelligent systems:
Could This Work for Your Agency?
If you're running a marketing agency and margins are capped by headcount, consider this: the methods that transformed ROHU are the foundation of Leverwork's service offerings.
We're not selling theory. We're selling battle-tested methods that tripled an agency's margins.