Industries / CPG / Revenue Leakage

CPG · ACCOUNTS RECEIVABLE & COMMERCIAL

Claims are easy to file. Closing them isn’t.

Bring the right context and people together to resolve deductions faster.

01

KAM-led claims

Deductions that don’t map to codified terms and land on an account manager to chase.

02

Pricing & trade-promo disputes

Invoices that don’t match the approved scheme, discount, or promotional agreement.

03

Delivery & POD disputes

Shortage and damage claims where shipment records conflict with what the customer reports.

04

Agentic investigation

One workspace per claim that gathers evidence and tracks the resolution to close.

THE REAL PROBLEM

Deductions are easy to see. Resolving them isn’t.

Deductions are easy to see. Resolving them isn’t.

An AR system can flag that a deduction doesn’t match the invoice. It can’t tell you whether the customer’s claim is valid, or who has the evidence to prove it.

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Whether the claim matches an approved price, scheme, or discount

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Whether delivery, POD, or shipment records support it

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Which owner in Sales, Trade, or Supply Chain has the context

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What similar disputes were settled or challenged before

The problem isn’t spotting the deduction. It’s proving the case.

WHAT A STALLED CLAIM LOOKS LIKE

Case type

Deduction, unmatched terms

Evidence spread across

Finance · Sales · Trade · Supply Chain

Typical blocker

No single owner has the full picture

Cloobot X motion

Investigate → Orchestrate → Resolve

HOW CLOOBOT X HELPS

From open deduction to closed case.

From open deduction to closed case.

01

Understand the claim

Pull contracts, scheme terms, invoices, POD, and prior decisions into one workspace per case.

02

Accelerate the decision

Ask targeted questions of the right owner, flag missing evidence, and prepare a challenge-or-settle recommendation.

03

Capture the pattern

Record the closure rationale and feed recurring causes back so the next claim resolves itself faster.

EXCEPTION MAP

Where revenue-leakage claims get stuck.

Where revenue-leakage claims get stuck.

Where revenue-leakage claims get stuck.

Three recurring patterns behind most unresolved deductions and disputes in CPG accounts receivable.

01

COMMERCIAL CONTROL

KAM-led claims

Ambiguous deductions move to a Key Account Manager once rules run out of road.

— Evidence spread across four functions ·

— Resolution depends on chasing, not process

02

SCHEME DISCIPLINE

Pricing & trade-promo disputes

The claim doesn’t match system price, and Sales and Trade disagree on what was agreed.

— Terms spread across emails and files ·

— Finance waits on a defensible answer

03

DELIVERY EVIDENCE

Delivery & POD disputes

A shortage or damage claim turns financial while POD and warehouse records conflict.

— Logistics and Sales both need to weigh in · — Credit decision stalls waiting on proof

— Logistics and Sales both need to weigh in ·

— Credit decision stalls waiting on proof

BUSINESS OUTCOMES

Recover revenue that’s currently being written off.

Recover revenue that’s currently being written off.

Turn every claim into a faster close and a reusable answer for the next one.

01

Faster claim and deduction closure

02

Fewer avoidable write-offs

03

Lower admin load on KAMs and Finance

04

Fewer accepted invalid delivery claims

05

Stronger, defensible decision trail

06

Root causes surfaced instead of re-investigated case by case

Make every leakage exception easier to resolve

See how Cloobot X helps CPG teams connect context, coordinate decisions, and protect cash flow.