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Let AI manage
your deductions

Glimpse combines cutting-edge AI with an in-house managed service to put your deductions operations on autopilot and turn lost revenue into recovered profit.

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distributors we work with

trusted by 130+ brands

Customer Stories
at a glance

The Glimpse Effect

100+

Human hours saved monthly

$200M+

Total transaction volume

91%

Dispute win rate

At A Glance

Glimpse delivers impact

Glimpse automatically pulls in deductions, files
disputes on your behalf, and streamlines the
reconciliation process... faster and cheaper
than any alternative.

Not so fun fact
3%

of all topline is lost to invalid
fees using traditional
processes

Before Glimpse

Manual deduction tracking limits visibility and complicates cash flow

Docs are siloed, costing analysts 10+ hours weekly to find key information

Lack of time and expertise forces brands to ignore valid disputes

Finance teams still dispute claims manually across distributor portals

With Glimpse

All your deduction data, centralized—ERPs, portals, inboxes, and more

Every customer gets a Glimpse expert to ensure accuracy and resolve edge cases

Deductions are classified and mapped to GL codes, promos, and internal tags

Glimpse disputes invalid deductions—accurate, on time, and ERP-synced

how we work

Our AI manages
deductions for you

Glimpse sits in your org chart, owning the deductions
workflow
and providing an end-to-end managed service
that continually learns and improves.

Explore our product
AI driven backup retrieval and organization

Our proprietary pipelines integrate previously disparate data sources – including distributor portals, messy inboxes, retailer data, ERP, trade promotion plans, and freight
documents – into a single source of truth.

This unique capability allows us to automate highly manual processes that typically
require stitching data together across
different systems.

Mapping every deduction to your GL

Glimpse AI automatically decodes and classifies every single deduction line item, mapping them your GL codes and even promotional codes.

It leverages your previously ingested data
and insight from Glimpse Experts to label each deduction claims as valid or invalid.

Proactive Dispute Submission and 
Follow-Up

Glimpse analyzes incoming claims, extracts relevant customer supporting documents, and submits disputes with evidence for every invalid claim.

We initiate and manage the disputing process on your behalf, including follow-up, ensuring disputes are filed on-time and eliminating human hours spent on revenue recovery,

Proprietary data integration & schema

Our proprietary pipelines integrate previously disparate data sources – including distributor portals, messy inboxes, retailer data, ERP, trade promotion plans, and freight documents – into a single source of truth.

This unique capability allows us to automate highly manual processes that typically require stitching data together across different systems.

Our proprietary pipelines integrate previously disparate data sources – including distributor portals, messy inboxes, retailer data, ERP, trade promotion plans, and freight documents – into a single source of truth.

This unique capability allows us to automate highly manual processes that typically require stitching data together across different systems.

Agentic operations with experts in the loop

Our proprietary pipelines integrate previously disparate data sources – including distributor portals, messy inboxes, retailer data, ERP, trade promotion plans, and freight documents – into a single source of truth.

This unique capability allows us to automate highly manual processes that typically require stitching data together across different systems.

Glimpse’s AI intelligence instantly classifies and decodes deductions, mapping them to GL and promotional codes.

Our technology, backed by deduction experts, then validates deductions using customer documentation to identify which claims are likely invalid and ready to be disputed.

Fully managed, end-to-end disputing

Our proprietary pipelines integrate previously disparate data sources – including distributor portals, messy inboxes, retailer data, ERP, trade promotion plans, and freight documents – into a single source of truth.

This unique capability allows us to automate highly manual processes that typically require stitching data together across different systems.

After our solution reviews every single line item, we initiate and manage the disputing of every invalid claim on the customer's behalf, including follow-ups.

This ensures disputes are filed accurately and on time within the required window, and never get lost or ignored.

customer stories

See why top CPG
brands choose Glimpse

All Customer Stories

“Glimpse’s deduction management services are a game-changer in an ecosystem where cash flow is king. If you pay for Glimpse, you’re guaranteed to see a tenfold return.”

Lahari Neelapareddy
Founder and CEO, LN Accounting
Read
LN Accounting
's story

“Glimpse makes it so easy to track deductions, streamline disputes, and take back control of your trade spend. If you don’t work with them, you’re just leaving money on the table.”

Kevin Chanthasiriphvan
Co-Founder, immi
Read
immi
's story

Protect your profits

Power your growth

Talk to an Expert
our impact

We deliver real ROI
from day one

Glimpse transforms the deductions operation into a source of revenue recovery, retail sales insight, and operational efficiency, freeing you to focus on growing your business.

Revenue recovery on auto-pilot

Without glimpse

Lost revenue need be manually flagged and
chased down by an in-house or vendor-
employed human analyst.

with glimpse

Glimpse automatically identifies that topline
revenue lost to invalid deductions and
recovers it behind the scenes — returning at
least 2-3x what you spend on Glimpse
annually
.

Augment your team’s operations

without glimpse

Team members continue working in silos, relying
on manual processes or disconnected software
to retrieve, classify, and manage disputes.

with glimpse

Glimpse sits in your org chart, working
alongside your members across teams
. This
allows you to scale your retail presence without
adding additional headcount and complexity.

Fully managed, end-to-end disputing

without glimpse

Remittances, invoices, and promotional data
sit with different teams and systems,
preventing leadership from accurately
reporting sales and making retail decisions.

with glimpse

Gain unprecedented visibility into your deduction landscape, allowing for smarter, more profitable
sales decisions while recovering 10x on
accounting savings
.

Proprietary data integration & schema

Our proprietary pipelines integrate previously disparate data sources – including distributor portals, messy inboxes, retailer data, ERP, trade promotion plans, and freight documents – into a single source of truth.

This unique capability allows us to automate highly manual processes that typically require stitching data together across different systems.

Proprietary data integration & schema

Our proprietary pipelines integrate previously disparate data sources – including distributor portals, messy inboxes, retailer data, ERP, trade promotion plans, and freight documents – into a single source of truth.

This unique capability allows us to automate highly manual processes that typically require stitching data together across different systems.

Proprietary data integration & schema

Our proprietary pipelines integrate previously disparate data sources – including distributor portals, messy inboxes, retailer data, ERP, trade promotion plans, and freight documents – into a single source of truth.

This unique capability allows us to automate highly manual processes that typically require stitching data together across different systems.

Cash recovery on autopilot

The old way

Invalid deductions consistently account for 2-3% of topline wholesale revenue for consumer brands.

with glimpse

Glimpse automatically identifies that topline revenue tied up in invalid deductions and drops it to the bottom line.

Scale your revenue, not your team

The old way

Hundreds of people-hours each month to are required to manage retail revenue at scale. As brands grow their retail presence, so does headcount to keep up with the additional deductions.

with glimpse

Glimpse automates the manual work of pulling and classifying documents every day, all with zero human effort.

A single source of truth

The old way

Deduction data is messy and all over the place - living with different teams and data silos. It's difficult to consolidate the relevant data, let alone match them back to accounting platforms, leading to disputes getting lost or not being filed on time.

with glimpse

Glimpse aggregates documents from all the different distributor portals and internal company data silos into a unified, single source of truth.

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