We are seeing 10x productivity gains in our own work today — not projected, not estimated, measurable in completed work per day. We believe that in the next few years, self-learning agents that plan, execute, and evaluate their own outputs will push that substantially higher. Agents that spawn agents and design their own experiments — compounding capability without proportional headcount — make 1,000x productivity conceivable in the medium term. Every organization, not just the largest, has access to this multiplier.
Unlike the PC, phone, or cloud — where you needed billions in capital to build the platform — AI is a tool every organization can build for itself. The barrier to the productivity multiplier is not capital. It is strategy, execution, and the right foundational layer. That is what Catalyst and Compass are built to deliver.
- 10x today — measurable productivity gains in real deployments happening now, not theoretical projections from analyst reports
- 100x ahead — we believe self-learning agents that plan, execute, and evaluate their own outputs will compound current gains by an order of magnitude
- 1,000x possible — agents that spawn agents and design their own experiments make levels of productivity previously unimaginable conceivable within this decade
- No capital barrier — AI is a tool every organization can build, not just the ones with hyperscaler budgets and dedicated AI research teams
- Compound growth — each agent improvement compounds; the productivity multiplier accelerates rather than plateaus over time
- 90-day entry point — Catalyst Starter delivers a working system in 90 days, not the 18-month consulting engagement most vendors require