Background
Workilo's founding team had spent years in enterprise productivity software and saw a gap: existing tools bolted AI features onto traditional workflows as afterthoughts. They envisioned a platform built from the ground up around human-AI collaboration, where AI assistants are first-class participants in projects, meetings, and documents. Agency In A Box partnered with Workilo to design and build the platform, bringing product engineering expertise to complement the founders' deep domain knowledge in productivity and collaboration.
The Challenge
- Real-time collaboration features required sub-100ms latency for a responsive editing experience across distributed teams
- AI assistants needed to maintain context across conversations, documents, and projects — not just respond to isolated prompts
- The platform had to integrate with existing enterprise tools (Slack, Google Workspace, Microsoft 365) without creating data silos
- Pricing and infrastructure needed to support a freemium model where AI usage costs scale predictably
- Onboarding had to be frictionless — users needed to see value within minutes, not days
Our Approach
- Built the real-time collaboration engine on CRDTs (conflict-free replicated data types) to enable seamless multi-user editing with offline support
- Designed an AI context system that maintains a knowledge graph per workspace, giving assistants awareness of project history, team preferences, and document relationships
- Created a unified integration layer that syncs bidirectionally with Slack, Google Workspace, and Microsoft 365, keeping Workilo as the intelligent hub
- Implemented a metered AI usage system with per-workspace budgets, usage analytics, and automatic model tier optimization to manage costs
- Developed a guided onboarding flow with AI-powered workspace setup that pre-populates projects and templates based on team size and industry
The Impact
Workilo launched its public beta to strong early traction, reaching 5,000 active workspaces within three months. Users spend an average of 2.3 hours per day in the platform, with AI assistants involved in 68% of all document creation. The integration layer has been cited by early adopters as a key differentiator, with teams reporting that Workilo has reduced their tool-switching by 40%. The platform's architecture has scaled smoothly, handling a 12x increase in traffic during a viral Product Hunt launch without degradation.
Technology Stack
What They Said
“We needed a team that could build at startup speed without cutting corners on architecture. Agency In A Box delivered both — the platform handles real-time collaboration, AI orchestration, and enterprise integrations without breaking a sweat. They're the reason we were production-ready for our launch.