AI agent for CPG revenue leak detection

Realtime revenue leak detection. From an AI agent that knows retail and is trained on your brand.

Your agent detects hidden revenue leaks across availability, momentum, and mix — then pushes custom alerts to the stakeholders who can act.

The problem

The number softens. The team scrambles. The leak keeps running.

CPG teams can 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.
  • Leadership waits for someone to interpret the data and write the update.
Where leaks hide

Availability. Momentum. Mix.

MagneticML separates the kind of leakage you are looking at so teams know where to investigate first.

01

Availability

Can shoppers actually buy the product where demand exists?

02

Momentum

Is demand weakening before the slowdown becomes obvious?

03

Mix

Are the wrong products, channels, retailers, or regions draining performance?

Complete sample outputs

Not just “insights.” Complete decision-ready signals.

Each output states what changed, why it matters, the commercial impact, and what to do next.

Delivered where teams work

Email, Slack, and text — tuned to who needs to act.

Some moments need a full alert. Some need a quick push. MagneticML can tailor the delivery format to the role, urgency, and channel.

#walmart-corefuel

⚠ Availability Risk: Blueberry Almond 12ct @ Walmart

286 stores 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.

View full alertAssign ownerMark monitoring

✓ Weekly Health Summary

No material availability, momentum, or mix exceptions crossed alert thresholds this week. Continue standard monitoring across top SKUs and key accounts.

9:415G ●●●
Text Alert
MagneticML
⚠ Availability Risk

Blueberry Almond 12ct is going dark at Walmart.

Impact: 286 stores 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.
How it works

From messy data to first signals in two weeks.

MagneticML monitors the data sources brands already use, standardizes the business, detects material changes, and pushes signal packages with context.

1

Ingestion

Connect POS, ecommerce, DTC, shipment, and inventory feeds — including messy retailer files and refresh cycles.

2

Engineering

Standardize products, stores, retailers, channels, geographies, and calendars into one commercial model.

3

Detection

Use AI and tuning logic to scan for meaningful changes across availability, momentum, and mix.

4

Delivery

Push concise signal packages based on the SKUs, retailers, channels, and priorities each recipient owns.

ROI

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.

R

Revenue protection

Detect availability failures, voids, velocity declines, and mix leaks before they compound.

T

Time efficiency

Automate the manual work of finding, checking, and explaining what changed.

F

Faster decisions

Give sales, brand, ecommerce, marketing, and leadership teams the signals they need when it is time to act.

S

Scale without headcount

Enable analytics and operations teams to support more retailers, SKUs, and business units without more manual analysis burden.

Packages

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.

Custom

For mature CPG organizations operating across large retail networks.

$7,500+ / month
  • Custom source coverage and processing volume
  • Custom revenue-leak detection model
  • Unlimited recipients with stakeholder-specific context
  • Custom workflows, thresholds, and delivery cadence

Focused starts for emerging brands can be scoped around one priority retailer, channel, or product family without making the main package smaller.

Next step

Run the first leak scan.

Pick one priority area — a retailer, channel, product family, or region where leakage is painful. MagneticML connects the relevant data, delivers first signals, and tunes the context with your team.

Tell us where leakage is most painful. We’ll use this to scope the first scan.