Normal AI usage
Prompt → Answer → Copy → Repeat

AI models will keep changing. The durable advantage is how you structure your work around them.
AI access will become common. The advantage comes from the system you build around AI.
Explore the three editions ↓Normal AI usage
Prompt → Answer → Copy → Repeat
AI Operator workflow
Goal → Context → Decompose → AI / Agents → Verify → Decide → Execute → Capture workflow → Reuse
AI User → AI Power User → AI Operator → AI System Builder
AIOP / FREEA low-friction entry point for non-coders to validate an idea, define a small MVP, and learn from a first real-world signal.
AIOP / PLUSThe main commercial workflow for opportunity research, demand validation, positioning, MVP, AI-assisted build planning, launch, promotion, and measurement.
AIOP / PROAn advanced operator system for atomic Codex tasks, context handoffs, adversarial QA, release gates, portfolio allocation, and workflow compounding.
Each edition exposes only the stages supported by its actual package.
| Capability | FREE | PLUS | PRO |
|---|---|---|---|
| AI operator level check | Included | — | — |
| Idea validation lite | Included | — | — |
| Demand validation | — | Included | Included |
| MVP definition | Included | Included | Included |
| Launch lite | Included | — | — |
| Positioning and psychology | — | Included | Included |
| AI build planning | — | Included | Included |
| Launch and distribution | — | Included | Included |
| Social promo factory | — | Included | Included |
| Metrics and feedback | — | Included | Included |
| Atomic task execution | — | — | Included |
| Context and handoff | — | — | Included |
| Adversarial quality verification | — | — | Included |
| Release gates | — | — | Included |
| Portfolio allocation | — | — | Included |
| Workflow compounding | — | — | Included |
The latest Gmail source package was inspected. The verified FREE v1.0.0 ZIP is public; PLUS and PRO use Stripe test checkout and protected Preview delivery only when the required server configuration and private Blob assets are present. Live checkout remains disabled.
Current v1 validation pricing: FREE HK$0 · PLUS HK$59 · PRO HK$159. Prices may change for future buyers.
Paid source files stay outside the public repository. Preview delivery is server-verified and short-lived; it is not a permanent customer library or live commerce activation.