Dimension 3 of 6
Effective Shipping
How you get from idea to finished, delivered, maintained output — whether that's a deployed tool, a closed deal, a shipped proposal, or a repeatable workflow. Includes crossing the 80% cliff and building things that survive contact with real stakeholders.
The five levels
Absent
Uses AI for conversation, ideation, or drafting but hasn't produced standalone deliverables. May have ideas for tools, workflows, or processes but hasn't started building them. This is common — many knowledge workers use AI effectively for augmenting existing work without creating new things, and that's a valid use pattern at this stage.
Personal
Produces working outputs that stay on your machine or in your own workflow — skills, scripts, prototypes, draft proposals, personal processes. May have multiple projects at 80%. Nothing has reached its intended audience. The graveyard of nearly-complete work.
Systematic
Has crossed the finish line. At least one output is deployed, delivered, or in active use by its intended audience — a tool on Railway, a proposal that closed a deal, a workflow adopted by a team. Builds complete end-to-end solutions, not just prototypes. Iterates with real stakeholder feedback. Scope discipline — knows when to stop.
Expert Exemplar
Production-grade outputs that others depend on — maintained tools, repeatable deal processes, frameworks that teams reuse. Multiple shipped deliverables actively maintained. Builds with quality that scales — not just "it works" but "it works reliably and others can build on it." Treats delivery and maintenance as first-class concerns, not afterthoughts.
Compounding
Builds infrastructure that enables others to ship — deployment templates, proposal frameworks, starter kits, playbooks, or reference architectures that make it trivially easy for someone else to go from idea to delivered output. Designs maintenance into what you build so your work doesn't require you to survive. Creates systems and processes that others extend — your shipped work becomes the foundation others build on, not just a standalone deliverable. Others ship faster and more reliably because of infrastructure you personally created and maintain.
Key quotes
“I'm kind of using AI exclusively for vision setting. I'm not using it for execution... my biggest growth area is I am not pushing anything to actual user production.”
“What I realized through this exercise is that I build a lot... even my personal stuff, have three amazing things that I think would be so amazing and useful for me. But it's like I haven't touched it in a month, but it's at that 80%... everything I feel like I build is always not exactly there yet, and so I just abandon it.”
“Probably the first real end to end little micro SaaS that I've ever built... entirely by myself where I didn't get any help from anybody.”
“Now it's impossible for them to not develop. When they develop something, it's impossible for them not to use the right colors... literally, anybody can create stuff that doesn't suck.”
Transitions — what distinguishes each level
The shift is from *using AI within existing work* to *creating new things with AI*. At L2, you've produced outputs — scripts, skills, prototypes, draft proposals — that didn't exist before. The gap is between "AI helps me do my job" and "AI helps me create new things."
The shift is from *creating* to *shipping*. At L3, at least one output is delivered and in use by its intended audience. The 80% cliff is the defining boundary. The gap is between "it's almost done" and "someone is actually using it."
The shift is from *shipped solutions* to *production-grade outputs with lasting quality*. At L4, your deliverables are maintained, extensible, and others depend on them. The gap is between "I shipped it" and "I maintain something others build on."
The shift is from *production-grade outputs* to *shipping infrastructure*. At L5, you've built the templates, playbooks, and patterns that make it trivially easy for others to cross the finish line. The gap is between "I ship great things" and "I make it easy for others to ship."