What the MVP tests
A full CVM function requires a dedicated team of analysts, data scientists, and CRM marketers. Without it, segmentation is manual, campaign cycles are slow, and incremental impact is rarely measured correctly.
Who it is for
Retail, e-commerce, and subscription businesses with CRM history and recurring campaigns that do not have an in-house CVM department or need to automate its routine work.
What is implemented
The MCP MVP implements one end-to-end reactivation workflow through eight tools and has been tested on synthetic data. Its architecture targets software replacement of routine CVM work, but a real-data pilot must validate its ability to replace a full department and deliver commercial impact.
04 · DATA AND PROCESS
Synthetic demo dataset — not client pilot results
12,000 SYNTHETIC CUSTOMERS · 95% ELIGIBLE · 50/50 TREATMENT–CONTROL
- Caption
- Three validation scenarios: positive baseline 10% / treatment 26%; null 12% / 12%; negative 20% / 8%.
- Provenance
- Synthetic demo dataset: 12,000 synthetic customers, 95% eligible, with a 50/50 treatment/control split.
- Caveat
- This demonstrates incremental-margin measurement logic, not actual client pilot results.
05 · SOLUTION AND LESSONS
What was built and what it teaches
The technical MVP runs one reactivation workflow through data preparation, audience selection, test/control allocation, and incremental-margin calculation.
Artifacts
- End-to-end technical CVM workflow
- Synthetic demonstration dataset with 12,000 records
- Test and control group allocation logic
- Incremental-margin calculation for demonstration scenarios
Applicable lessons
- A control group and baseline must be designed before campaign launch.
- Synthetic data tests mechanics but does not validate segmentation quality or commercial effect on real CRM data.
What remains unverified
- Operation on a partner's real CRM data
- Incremental effect of a real campaign
- Production reliability and operating cost
CVM PILOT PARTNER
Seeking a partner for an AI-CVM pilot
We are looking for a company that needs a CVM function without building a separate department, or wants to automate an existing process. The first pilot covers one reactivation use case, an existing offer, one business metric, and a control group.