Always-on Revenue Leak Detection
An AI agent that knows retail — trained on your brand's data — detects hidden revenue leaks across availability, momentum, and mix, then pushes custom alerts to the people who can act.
The number softens. The team scrambles. The leak keeps running.
CPG teams spend heavily on reports, retailer portals, spreadsheets, and internal data work — and still miss the issues that quietly drain revenue.
- Productive SKUs go dark in stores where shoppers were buying.
- Velocity erodes while distribution still looks stable.
- Low-turn SKUs keep space while stronger items stay constrained.
- Issues hidden deep in the data go unnoticed — until they become the norm.
Availability. Momentum. Mix.
MagneticML separates the kind of leakage you are looking at so teams know where to investigate first.
Availability
Can shoppers actually buy the product where demand exists?
Momentum
Is demand weakening before the slowdown becomes obvious?
Mix
Are the wrong products, channels, retailers, or regions draining performance?
Not just “insights.” Complete decision-ready signals.
Each output states what changed, why it matters, the commercial impact, and what to do next.
Email, Slack, Teams, and text — tuned to who needs to act.
Some moments need a full alert. Some need a quick push. MagneticML tailors the delivery format to the role, urgency, and channel.
⚠ Availability Risk: Maple Pecan 12ct @ Walmart
286 doors have recorded 2 consecutive weeks of zero sales after averaging 8.4 units/store/week.
Estimated impact: $124K revenue at risk over 4 weeks.
Interpretation: Category demand is stable. This looks like a replenishment, item status, or store execution issue, concentrated in Southeast and South Central clusters.
Recommended action: Escalate to the Walmart team and supply chain. Review item setup and DC replenishment for affected doors.
✓ Weekly Health Summary
No material availability, momentum, or mix exceptions crossed alert thresholds this week. Continue standard monitoring across top SKUs and key accounts.
Maple Pecan 12ct is going dark at Walmart.
Impact: 286 doors affected · $124K revenue at risk over 4 weeks.
Why it matters: Category demand is stable, pointing to a replenishment, item status, or store execution issue.
Next action: Escalate to the Walmart and supply chain teams. Start with Southeast and South Central clusters.
Full email digests shown in the samples above · Teams delivery mirrors Slack.
From messy data to first signals in two weeks.
MagneticML plugs into the data sources you already use, standardizes them into one commercial model, detects material changes, and delivers every alert with the context to act.
Ingestion
Connect POS, ecommerce, DTC, shipment, and inventory feeds — including messy retailer files and refresh cycles.
Engineering
Standardize products, stores, retailers, channels, geographies, and calendars into one commercial model.
Detection
Scan every refresh for meaningful changes across availability, momentum, and mix.
Delivery
Push concise alerts scoped to the SKUs, retailers, and priorities each recipient owns.
Catch leakage earlier. Diagnose it faster. Act sooner.
The value is earlier detection of what is costing the business money — without asking leaders to comb through reporting first. One caught void, like the $124K Walmart example above, covers months of the service.
Revenue protection
Detect availability failures, voids, velocity declines, and mix leaks before they compound.
Hours back every week
No one combs reporting to find what changed — the agent does it at every refresh.
Faster decisions
Give sales, brand, ecommerce, marketing, and leadership teams the signals they need when it is time to act.
Scale without headcount
Enable analytics and operations teams to support more retailers, SKUs, and business units without more manual analysis burden.
Start with Advanced. Go Custom when the business needs deeper tuning.
Most brands start with the full Advanced package. Custom is for larger or more complex organizations that need detection logic built around their operating model.
Advanced
For scaling brands managing multiple retailers and channels.
- Up to 10 data sources processed weekly
- Advanced revenue-leak detection across availability, momentum, and mix
- Up to 10 recipients with custom context logic
- Weekly alerts and health summaries delivered to key stakeholders in email or Slack
Custom
For mature organizations operating across large retail networks.
- Source coverage and processing volume built to your stack
- Detection logic built around your operating model
- Unlimited recipients with stakeholder-specific context
- Workflows, thresholds, and delivery cadence in email, Slack, Teams, or text
Emerging brand? We can scope a focused start around one priority retailer, channel, or product family — mention it in the form below.
See it running on your categories.
Tell us where you sell and what’s been leaking. We’ll walk you through live sample digests for a business like yours and scope what your first weekly digest covers.