Coming soon · starts with Growth LiteComing soon
Grow contribution margin, not just revenue.
Customer, stock, margin, merchandising and channel data pointed at one goal. It explains what changed first; experiment and execution rights arrive as measurement becomes reliable.
- 01Signals
- 02Cause analysis
- 03Ranked actions
- 04Experiment draft
- 05Approval
- 06Outcome evaluation
Overview
The sales system and operations are in place; profitable growth is next.
Growth is the next product; this page describes the target experience, not a live capability.
Who is it for?
- Teams with real transaction data behind them
- Anyone measuring contribution margin and retention rather than revenue
- Teams that want experiments run with holdouts and outcome measurement
Not yet
- Execution; it opens once the analytics, consent, provider and holdout foundations are in place
The agent shown on this page
Profit & Growth Controller
Finds profit leaks in real transaction data and prepares the retention, merchandising and experiment plan.
First mode: A0–A1 · Read-only insight and approval-ready drafts; execution comes later.
Specialist capabilities
- KPI narrative
- Profit leak detection
- Experiment planner
- Merchandising draft
Not separate bots: these are specialist capabilities of the Profit & Growth Controller role, working on one context and one record.
Aha workflow
Find why contribution margin dropped and prepare a safe growth plan.
Click through the steps or play the flow: the sources read, the decision, the output and the approval boundary are visible at every step.
Growth
GOALFind why contribution margin dropped and prepare a safe growth plan.
Sample scenario- AGENTKPI context
Read revenue, margin, return, CAC and stock signals
- Period8 weeks
- Metrics5
- SourceSemantic Metrics
- AGENTKPI context
Read revenue, margin, return, CAC and stock signals
- Period8 weeks
- Metrics5
- SourceSemantic Metrics
- AGENTKPI context
Read revenue, margin, return, CAC and stock signals
- Period8 weeks
- Metrics5
- SourceSemantic Metrics
- AGENTKPI context
Read revenue, margin, return, CAC and stock signals
- Period8 weeks
- Metrics5
- SourceSemantic Metrics
- AGENTKPI context
Read revenue, margin, return, CAC and stock signals
- Period8 weeks
- Metrics5
- SourceSemantic Metrics
- AGENTKPI context
Read revenue, margin, return, CAC and stock signals
- Period8 weeks
- Metrics5
- SourceSemantic Metrics
Read revenue, margin, return, CAC and stock signals
- Period8 weeks
- Metrics5
- SourceSemantic Metrics
- Agent
- Workflow
- Human gate
- Verified result
Growth: step 1 of 6, Read — Agent. Read revenue, margin, return, CAC and stock signals.
Modules
Which modules does Profit & Growth Controller coordinate?
01
Analytics & KPI narrative
Explains what changed and why, using shared metric definitions.
02
Profit leak detection
Finds margin lost to returns, discounts, stock and channels.
03
Merchandising
Prepares collection, ranking and recommendation plans.
04
CRO & experiments
Produces experiment drafts that come with a holdout and a measurement plan.
05
Retention & demand shaping
Builds a retention plan from cohort and demand signals.
06
Campaign planning
Creates campaign plans with a defined budget and approval point.
07
Contribution-margin optimization
Ranks actions against a contribution-margin target.
Trust boundaries
What does it do automatically, what does it leave as a draft, what comes for approval?
Authority grows per action, not per store; these boundaries describe the first launch scope.
- Automatic
- Read-only KPI explanation, profit leak detection and cause analysis.
- Draft
- Experiment, merchandising and campaign plans.
- Approval
- Budget, publishing and every customer-visible change.
- Later
- Execution rights, once reliable measurement and holdout evidence exist.
Frequently asked questions
Is Growth available today?
Growth is the next product and will start as Growth Lite: read-only insight and approval-ready drafts. Execution rights open once the measurement foundations are complete.
Why contribution margin instead of revenue?
Revenue growth can hide the cost of returns, discounts and stock. Growth ranks actions by their contribution-margin and retention impact, and measures them against a holdout.
Let's agree the first scope that works
Get the sales system and operations working first; we'll move to Growth together.
Join the early access list so we can open Growth Lite with you once you have real transaction data.