AI-native development workflowsfor real enterprise teams.
OperatorLab explores how AI changes software delivery, technical enablement, and enterprise engineering workflows. The site is itself a working sketch: live scenario labs, field-ready demos, and the operating patterns underneath.
Featured labs
7 live scenarios. Pick one and run it.
Case Study Brief
Shipped system in. Field-ready narrative out.
Turns the Shipped Systems proof layer into reusable enablement material for demos, interviews, partner pitches, and public posts.
Sales Enablement Studio
Customer objection in. Field-ready brief out.
The 30-minute version of the four-hour discovery-call prep, structured and field-ready.
Feature Delivery
Idea in. Executable PRD + architecture sketch out.
Glass-box demo of the PRD-first workflow. The same loop this site itself was built on.
Migration Crisis
Migration scenario in. Strategy, risks, and comms out.
Recover a behind-schedule enterprise migration. Clustered field mapping, rollout, and exec memo in one pass.
Vibe Coding
Pick a mode. Watch the workflow narrate itself.
The polished version of how an operator drives Claude Code, with the seams visible.
Curriculum Designer
Team and stakeholder concern in. Rollout, curriculum, hackathon out.
The actual motion behind "design a role-based curriculum and run a hackathon": rollout sequencing, workshop design, and judging rubrics in one pass.
Codebase Agent
Question in. Visible tool calls. Cited answer out.
The site explains itself. A multi-step agent works over its own source with every tool call on screen.
Shipped systems
Patterns from the labs, taken into production.
Partner Enablement MCP
Enterprise MCP security and partner enablement demo for Atlassian Rovo workflows.
Vibe Forger
AI-powered platform for moving micro-SaaS ideas through research, strategy, copy, build, and launch.
Small Biz Copy Crafter
Portfolio-first copywriting micro-SaaS that showcases writing judgment alongside final copy.
Upper Decker
Real-time NCAA March Madness snake draft platform with AI analytics and tournament operations.
Some systems are public, some are auth-gated. The case studies are written to stand on their own: architecture, constraints, workflow decisions, and what each one taught me about shipping AI-native systems.
Workflow categories
The surfaces this lab works across.
- Agentic CodingPlan mode, multi-agent orchestration, recovery loops.
- AI EnablementField guides, briefings, demo design.
- Enterprise DevelopmentMigrations, integrations, legacy system rework.
- Technical Sales EngineeringDiscovery, demos, objection handling, competitive framing.
- Workflow AutomationRepeatable operational systems, internal tooling.
- Claude Code ExperimentsHooks, slash commands, subagents, custom skills.
- AI-Native ArchitecturePatterns for systems that assume agents in the loop.
The lens
Built by an operator who's sat in the war room, not someone selling around the work. The workflows here are the ones that survive contact with a real enterprise on a real Friday.