Beginner Starter
partialMinimal cognitive load. Start with a small set of high-utility skills, templates, and guided learning instead of the full catalog.
vibe codersbeginnersself taught builders
Primary outcome
First working project in the shortest time
Accessible now (5)
- Session Start
- Session End
- Feature Builder
- Bug Hunter
Upgrade gap (3)
- Starter Pack Orchestrator
- Learning Path Builder
- Project Template Recommender
Engineer Acceleration
partialReplace scattered one-off skills with a coherent build, test, review, and release system.
software engineersfreelancerstechnical founders
Primary outcome
Ship faster with higher confidence
Accessible now (3)
- Feature Builder
- Refactor Agent
- Code Review
Upgrade gap (7)
- Test Orchestrator
- Pre-Deploy Check
- Blast Radius Predictor
- Test Gap Analyzer
Enterprise Control Plane
upgrade requiredGovern agentic development with policy gates, role-based access, evidence dashboards, procurement-ready answers, and workflow-level controls.
engineering managersplatform teamssecurity buyerscompliance owners
Primary outcome
Adopt AI coding safely at scale
Upgrade gap (10)
- Governance Enforcement
- Policy Gate Manager
- Skill Access Manager
- Audit Evidence Dashboard Builder
Business and IP Strategy
upgrade requiredTurn the product system into a commercial strategy layer covering PRDs, GTM, packaging, decks, and IP portfolio management.
foundersproduct leadersinnovation teams
Primary outcome
Monetize and defend product differentiation
Upgrade gap (7)
- Business Model Analyzer
- Product Requirements Builder
- Pricing and Packaging Optimizer
- Go-To-Market Builder
Growth and Marketing Engine
upgrade requiredSystematize messaging, content, ads, and experiments instead of creating one-off launch assets by hand.
growth teamssolo foundersdeveloper marketers
Primary outcome
Build a repeatable acquisition engine
Upgrade gap (6)
- Customer Research Synthesizer
- Content Engine Builder
- Ad Creative Optimizer
- Growth Experiment Manager