Use Cases
Four proven patterns for integrating maenifold into your workflow—from knowledge building to multi-agent orchestration.
Research & Discovery
Seed the graph with domain knowledge
Use agentic-research or think-tank workflows to research any domain and build a comprehensive knowledge graph. Perfect for starting new projects or exploring unfamiliar territories.
Domain Specialization
AI creates its own expertise
AI studies your UC1 knowledge and external docs to create custom roles, workflows, and domain-specific tooling. Demonstrated with $323K ROI from FinOps analysis.
Institutional Memory
Persistent context across sessions
Never lose context between coding sessions. Codex + maenifold creates persistent project memory with decisions, architecture, and progress linked through the knowledge graph.
Multi-Agent Collaboration
Simulate an entire product team
Deploy 25 agents in parallel waves: PM, engineers, QA, red team—all sharing a single knowledge graph. Real demo: 68 minutes, 4 bugs fixed, 2,031 test lines added.
Progressive Sophistication
These use cases demonstrate maenifold's flexibility—you don't need multi-agent orchestration to benefit. Start with single-agent research (UC1), extend to your domain (UC2), use it daily for development (UC3), and scale to multi-agent when needed (UC4).
The knowledge graph connects everything: workflows spawn thinking sessions, thinking sessions link concepts, and all of it persists across agents and time.