Glimpse Raises $35M to Bring AI-Native Infrastructure to CPG and Retail ->
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All automated by AI agents trained on billions of dollars in CPG transactions.
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Product
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Overview
Platform Overview

Unified workflows for retail finance teams

Supporting Data

Integrations

Coming Soon

Connect Glimpse with your systems

Security

Enterprise grade protection for data

Products
Deductions Management

Track, validate, and resolve deductions

Revenue Recovery

Recover missed revenue with less effort

Cash Application

Match payments faster and accurately

Customer Stories

Customer Story

How Pickerfish uses Glimpse to recover deducted revenue
Customer Stories

Browse Glimpse success stories

Solutions
Solutions Hub
All Solutions

Explore solutions by channel and need

Company

About Us

Coming Soon

Meet the team behind Glimpse

Supporting Channels
Natural Channel

Built for fast-moving natural brands

Beauty Retail

Support complex beauty retail operations

Drug & Convenience

Handle high-volume operational retail

Retailers

Improve visibility across retail relationships

Company Careers

Careers

Join Glimpse & strat building modern finance tools
Careers

Join us building modern finance tools

Careers
Resources
Resources Hub
Blog

Insights on modern retail operations

Playbooks

Step-by-step guides for key workflows

Customer Stories

See how teams use Glimpse

Webinars

Expert sessions on finance automation

Templates

Ready-to-use tools for faster execution

Featured Blog
2026 Product Updates: Glimpse AI Operations
PlatformSolutionsResourcesCareers
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Deductions Management

Stop Losing Money
To Unmanaged
Deductions

Glimpse's AI agent automatically ingests, classifies, and routes every deduction so your team spends time recovering revenue, not managing spreadsheets.

Book a Demo
See in this action
Trusted by 200+ Consumer Brands
Distributor and Retailer Integrations
OPERATIONAL MODULES

Automatically aggregates and classifies deductions from portals, emails, and EDI.

Automated Document Retrieval

Invoices, remittance files, deduction notices, and portal records are pulled together automatically so teams are not chasing backup across disconnected systems.

Promotional Reconciliation

Glimpse keeps promo deductions organized, validated, and tied back to the right agreements so your team can quickly confirm what is valid and challenge what is not.

AI Classification

Sort, Prioritize, and Route Every Deduction

Smart Deduction Categorization

Glimpse classifies deductions by type, retailer, document set, and likely resolution path so your team can stop manually sorting through incoming claims.

Priority-Based Review Queues

High-value, high-risk, and time-sensitive deductions are surfaced first, helping teams focus effort where recovery opportunity matters most.

Document Intelligence

Every Deduction to the Right Supporting Evidence

Automated Document Retrieval

Invoices, remittance files, deduction notices, and portal records are pulled together automatically so teams are not chasing backup across disconnected systems.

Field-Level Data Extraction

Glimpse extracts key details like retailer, invoice number, deduction reason, amount, and dates, turning messy documents into structured, usable data.

Intelligent Automation

How Glimpse AI Transforms Deductions

Automated Data Ingestion

AI agents continuously pull invoices, remittance files, deduction notices, and retailer portal data into one structured workflow without manual handling.

Smart Classification

Each deduction is automatically categorized by type, retailer, amount, and likely resolution path so teams can act faster with better context.

Live Priority Status

Valid, invalid, and follow-up deductions are flagged in real time, helping teams focus first on the items with the highest financial impact.

End-to-End Tracking

Track every deduction from intake through validation, dispute, and resolution with a clear system of record built for ongoing visibility.

Old Way vs AI Workflow

How Glimpse automates deductions from intake to resolution

Typical Old Way (Manual)

Log into multiple portals to find new deductions

Copy data manually from files into trackers

Review deductions one by one manually

Search for invoices and backup documents across systems

Hand off work through email and spreadsheets

Spend more time gathering than resolving

The Glimpse Way (Automated)

Syncs deduction data from all portals in real time

Extracts fields from PDFs, spreadsheets, and notices instantly

Maps retailer codes into standard deduction categories

Flags valid, invalid, and follow-up cases automatically

Links invoices and backup documents automatically

Replaces scattered trackers with one live system

Happy customers

Trusted by teams running retail at scale

“Glimpse helped us win back over $10,000 from a single chargeback — and unlocked tens of thousands more we would have otherwise written off. I’m no longer managing disputes; I just get emails telling me they’ve already won.”

Sean Quinn
Senior Director of FP&A at Evermark (parent company of Suave Brands & Chapstick).
$1M+

Trapped Revenue Unlocked

2.5%

Topline Revenue Lift

< 60 days

Time to Value

“Glimpse made recovering $30,000 effortless — we wouldn’t have seen that money without them.”

Read

Companion Candles

's story →

Loren Lewin
Founder and CEO at Companion Candles

“Glimpse brings us incredible chargeback transparency and gets dollars back in our pockets, which boosts our working capital.”

Read

Kin Euphorics

's story →

Melanie Rose
Senior Operations Manager at Kin Euphorics

“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.”

Read

LN Accounting

's story →

Lahari Neelapareddy
Founder and CEO, LN Accounting

“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.”

Read

immi

's story →

Kevin Chanthasiriphvan
Co-Founder, immi

“Glimpse provides a turnkey solution to one of the biggest challenges for scaling brands. If you’re looking for an effortless way to challenge invalid deductions, you can’t find a better partner.”

Read

Pickerfresh

's story →

Allen Rush
VP of Sales and Marketing, Pickerfresh
AI-Powered Accuracy

Turn deduction chaos into a clear, structured workflow

Glimpse automatically classifies, organizes, and prioritizes deductions across retailer portals, helping your team move faster with less manual work and better decision-making.

Ready to learn more about Glimpse Agents in action?

View products

94%

Total Invoice Volume

$2.3M

Average Annual Recovery

80%

Time Saved vs. Manual processing

48hr

Average Resolution Time
Estimate your roi

See how much cash Glimpse can unlock

Why calculate your ROI?

  • Identify hidden revenue opportunities
  • Visualize potential cost savings
  • Benchmark against industry standards
$10.0M

$300,005

Estimated cash unlocked per year

Revenue recovered
$275,000
Time savings
$25,005
Book a Demo

Get Started with Glimpse in 30 Days

Experience a seamless onboarding process to integrate Glimpse into
your workflow and start seeing results right away.

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