# Aggregate Intellect (AI Science)

> Aggregate Intellect is a KnowledgeOps firm that helps professional services firms scale revenue without growing headcount. We systematize institutional knowledge — turning expertise locked in individuals' heads into firm-wide capability and AI-powered workflows. We have 10 years of production AI experience, a community of 6,000+ practitioners, and have applied KnowledgeOps to our own operations (8x revenue growth, 80% fewer full-time staff).

## Foundation

- [The KnowledgeOps Manifesto](https://ai.science/learn/knowledgeops-manifesto): The discipline for turning individual expertise into firm-wide capability — and why the firms that move first will compound an advantage competitors cannot buy.
- [Why KnowledgeOps, Why Now](https://ai.science/learn/why-knowledgeops-why-now): Knowledge management has existed for decades. What changed is that LLMs made expert reasoning programmable — and the window for competitive differentiation is open right now.
- [The KnowledgeOps Methodology](https://ai.science/learn/knowledgeops-methodology): The systematic loop for acquiring, approving, integrating, operating, monitoring, reviewing, crafting, and shaping organizational knowledge.
- [Why 95% of AI Initiatives Stall at Stage 1](https://ai.science/learn/why-ai-initiatives-stall): The 5%/95%/100% framework for understanding why most firms are stuck in individual experimentation — and what it takes to move forward.

## Verticals

- [KnowledgeOps in Consulting](https://ai.science/learn/knowledgeops-in-consulting): How professional services firms — executive search, coaching, wealth management, sales training — implement KnowledgeOps to scale without adding headcount.
- [KnowledgeOps in Engineering and Technical Firms](https://ai.science/learn/knowledgeops-in-engineering): How engineering firms and technical teams systematize deep technical expertise to accelerate delivery, reduce single points of failure, and innovate faster.
- [KnowledgeOps in PE Portfolio Companies](https://ai.science/learn/knowledgeops-in-pe-portfolio): How traditional industry businesses — construction, distribution, manufacturing — implement KnowledgeOps to scale operations without headcount growth.

## Case Studies

- [How We Grew Revenue 8x with 80% Fewer Full-Time Staff](https://ai.science/see-it-work/aggregate-intellect-8x): Aggregate Intellect applied KnowledgeOps to its own operations. Result: 8x revenue growth, 80% reduction in full-time staff, 90%+ of operations run by AI agents.
- [How Lumberify 4x'd Sales Team Capacity with KnowledgeOps](https://ai.science/see-it-work/lumberify): A PE-backed wood products company scaled sales operations without hiring. Result: 4x sales team capacity, same headcount, new accounts onboarded in hours vs days.
- [Deploying AI Across a Consulting Practice Without Losing the Human Touch](https://ai.science/see-it-work/mcp-ryan-harvey): MCP (Managing Consulting Partners) rolled out AI firm-wide while protecting trusted-advisor relationships. Result: firm-wide AI deployment, zero client relationship disruption.

## Services

- [Tech Co-Founder as a Service](https://ai.science/products-services/tech-cofounder-service): Embedded technical leadership for firms that need to build AI capability without a full-time CTO.

## About

- [About Aggregate Intellect](https://ai.science/about): Origin story, methodology, community of 6,000+ practitioners, and the flywheel between community insights and client work.