OPEN-SOURCE GROWTH SYSTEM

Growth that learns what to do next.

Growth Lab connects product understanding, market evidence, execution, and real results— so every action leads naturally to the next one, across every growth channel.

git clone https://github.com/tsingyuai/growth-lab.git
01CODERead the product
02DEMANDFind real searches
03SHIPCreate and publish
04SIGNALCollect outcomes
05MEMORYChoose what follows
market evidence returns to the next decision
1–2 daysto index new pages
+1000%page impressions
+1000%page clicks
−50%7-day average CTR

One observed run. The lower CTR became evidence for the next iteration.

THESIS / 001

Connect knowing with doing.

Growth information lives in reports. Methods live in specialist experience. Execution lives across disconnected software.

Growth Lab puts them in one workspace, where an Agent can find evidence, apply the right method, complete the action, and use the result to choose what comes next.

DESIGN / OPEN

Built for the whole growth lifecycle.

SEO is the first working case. The system is designed to grow channel by channel without changing how people use it.

SCOPEEvery channel, start to finish

Understand the opportunity, choose an action, execute, measure, and decide the next move.

INTERFACEOne continuing conversation

Set a goal, receive completed work, give feedback, and ask the Agent to follow through.

SYSTEMInformation becomes action

Evidence, working methods, tools, and results stay connected instead of moving through handoffs.

OWNERSHIPOpen source. Your data stays yours.

No hosted data moat, private format, or closed workflow. Growth knowledge remains inspectable and reusable.

CASE #1 / LIVE

One capability.
One complete loop.

Each capability owns its observation, action, review, and persistent memory.

MODELrun-seo-page-loop

SEO page growth loop

Think through when users may need your product, research what they actually search in those situations, then create useful pages that solve the problem and lead into the product.

  1. Observe user scenarios, live SERPs, and real search demand
  2. Act create, review, illustrate, publish, and notify IndexNow
  3. Review Bing exposure, clicks, queries, and product outcomes
  4. Remember preserve evidence and the next recommended action
Read how the loop works →
START / ZERO

No customers yet is enough context to begin.

01

Open the product

Start from a repository, prototype, URL, or product idea.

02

Let the agent observe

It forms user hypotheses, collects market evidence, and connects analytics.

03

Run a real action

It ships work, measures what happened, and writes the next decision to Memory.

ASK → ACT → LEARN → CONTINUE

Keep growth moving in one conversation.

Clone the repository, open the workspace, and tell your AI which result you want to create.

Start with Growth Lab ↗