Disjointed back-office operations — research, analysis, customer service and corporate admin spread across disconnected tools and eating senior staff time.

Stood up a secure tooling layer (MCP) over their corporate data, then deployed 8 agentic AI team members across Marketing, Development and Legal.

In 4 weeks, agents were handling enquiries, research, expense/invoice admin and CRM — work that previously consumed 12–15 hours per employee, per week.

Unclear which neoclouds or hyperscalers to back across the AI-infrastructure cycle — a high-stakes capital-allocation call.

Deployed our proprietary in-house research agents — trained on the team's collective investment experience — to analyse each provider's strategy.

Delivered an IC-grade report in 2 weeks — versus the 8–12 weeks an investment analyst would have needed.