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AI Operator Workflow

Stop using AI as isolated chat. Build a system that works with you.

AI models will keep changing. The durable advantage is how you structure your work around them.

Explore the three editions

AI access will become common. The advantage comes from the system you build around AI.

AI User → AI Power User → AI Operator → AI System Builder

From isolated prompts to an operating workflow

Normal AI usage

Prompt → Answer → Copy → Repeat

AI Operator workflow

Goal → Context → Decompose → AI / Agents → Verify → Decide → Execute → Capture workflow → Reuse

Who this is for

You do not need to become a programmer. You need a systematic way to direct AI.

  • Non-coders who want a clear next action
  • Solo builders and founders
  • Business operators and freelancers
  • Creators turning ideas into useful products
  • People already using ChatGPT without a repeatable system
  • Operators using ChatGPT, Codex, or agent workflows

One product family, three operating levels

The comparison reflects the inspected v1.0.0 plugin packages. A blank cell means that capability is not included in that edition.

FREE

AI operator level check
Included
Idea validation lite
Included
Demand validation
—
MVP definition
Included
Launch lite
Included
Positioning and psychology
—
AI build planning
—
Launch and distribution
—
Social promo factory
—
Metrics and feedback
—
Atomic task execution
—
Context and handoff
—
Adversarial quality verification
—
Release gates
—
Portfolio allocation
—
Workflow compounding
—

PLUS

AI operator level check
—
Idea validation lite
—
Demand validation
Included
MVP definition
Included
Launch lite
—
Positioning and psychology
Included
AI build planning
Included
Launch and distribution
Included
Social promo factory
Included
Metrics and feedback
Included
Atomic task execution
—
Context and handoff
—
Adversarial quality verification
—
Release gates
—
Portfolio allocation
—
Workflow compounding
—

PRO

AI operator level check
—
Idea validation lite
—
Demand validation
Included
MVP definition
Included
Launch lite
—
Positioning and psychology
Included
AI build planning
Included
Launch and distribution
Included
Social promo factory
Included
Metrics and feedback
Included
Atomic task execution
Included
Context and handoff
Included
Adversarial quality verification
Included
Release gates
Included
Portfolio allocation
Included
Workflow compounding
Included

The system compounds as you use it

Each edition exposes only the stages supported by its actual package.

FREE: a first structured loop

  1. 01Validate
  2. 02MVP
  3. 03Build
  4. 04Launch

PLUS: a complete idea-to-launch loop

  1. 01Opportunity
  2. 02Validate
  3. 03Position
  4. 04MVP
  5. 05Build
  6. 06Launch
  7. 07Distribute
  8. 08Measure

PRO: an operator system across projects

  1. 01Opportunity
  2. 02Validate
  3. 03Position
  4. 04MVP
  5. 05Build
  6. 06Verify
  7. 07Launch
  8. 08Distribute
  9. 09Measure
  10. 10Allocate
  11. 11Compound

How an AI Operator starts

User

I have an app idea.

  1. 01

    Diagnose the current state

    Clarify the user, problem, evidence, and what is still unknown.

  2. 02

    Find the biggest uncertainty

    Focus the next move on the assumption that matters most, rather than building everything at once.

  3. 03

    Say what not to do yet

    Keep weeks of coding, extra features, and untested promotion out of the next step.

  4. 04

    Route to the right workflow

    Use the edition's router and skills to choose validation, MVP, launch, or operator work.

  5. 05

    Define the highest-leverage action

    Leave with one concrete action, its evidence requirement, and the next decision.

Explore the three editions

FREE

Turn one idea into a clear next step.

A low-friction entry point for non-coders to validate an idea, define a small MVP, and learn from a first real-world signal.

AI beginners, non-coders, or anyone with one idea but no repeatable system.

HK$0 · verified public download

v1.0.0 · 11 files

View FREE

PLUS

Turn ideas into validated, launch-ready products with AI.

The main commercial workflow for opportunity research, demand validation, positioning, MVP, AI-assisted build planning, launch, promotion, and measurement.

Non-coders, solo founders, freelancers, creators, and small operators who need the full commercial loop.

HK$59 · Preview checkout when configured

v1.0.0 · 17 files

View PLUS

PRO

Build your personal AI operating system.

An advanced operator system for atomic Codex tasks, context handoffs, adversarial QA, release gates, portfolio allocation, and workflow compounding.

AI-native operators, advanced non-coders, and people running more than one project.

HK$159 · Preview checkout when configured

v1.0.0 · 26 files

View PRO

Source and delivery boundary

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.