Glimpse Raises $35M to Bring AI-Native Infrastructure to CPG and Retail ->
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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

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Resources
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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
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Revenue Recovery

Turn Disputed Deductions Into Recovered Revenue

Glimpse automatically packages evidence, files disputes to retailer portals, and tracks every case to resolution — so you recover every dollar you're owed.

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See in this action
Trusted by 200+ Consumer Brands
Distributor and Retailer Integrations
Recovery Automation

Revenue Recovery That Moves to Cash Faster

Shortage Recovery Management

Identify valid shortage claims faster and recover more revenue without the manual back-and-forth. Glimpse helps uncover missed recovery opportunities and pushes them through a clear, trackable workflow.

Dispute Filing Workflows

From gathering backup to preparing dispute packages, Glimpse helps your team move faster on every recovery case. The result is less time spent coordinating files and more time spent closing recoverable claims.

Evidence Collection

Build Stronger Cases With Less Manual Work

Automated Backup Assembly

Glimpse pulls the invoices, PODs, BOLs, remittance files, and related records needed to support each dispute, reducing the time spent hunting for evidence.

Validation Before Submission

Claims are reviewed against available data before they are pushed forward, helping teams focus on disputes with real recovery potential.

Resolution Tracking

Every Dispute Moving Until Revenue Is Recovered

Live Status Visibility

Track every dispute across stages like submitted, in review, resolved, repaid, or needs action so nothing gets lost in follow-up.

Recovery Performance Insights

See cycle times, repayment trends, and recovery outcomes in one place to understand where revenue is being won back and where delays still exist.

Recovery Intelligence

How Glimpse AI Accelerates Revenue Recovery

Automated Opportunity Detection

AI identifies shortage and recovery opportunities as data enters the system, helping teams surface valid claims without manual searching.

Evidence Collection

Invoices, PODs, BOLs, remittance files, and supporting records are gathered automatically to help build stronger dispute packages faster.

Dispute Workflow Automation

Claims move through review, preparation, and submission in one coordinated flow, reducing time lost across disconnected systems and teams.

Recovery Status Visibility

See every recovery case across stages like submitted, needs action, resolved, and repaid with live tracking from claim to cash.

Manual Recovery vs AI Recovery

How Glimpse turns shortage investigation into recovered revenue

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
Recovered Revenue at Scale

Find, validate, and recover revenue without the manual chase

Glimpse helps teams identify invalid deductions, gather supporting documents, prepare disputes, and track recoveries through resolution—so more money gets recovered with less effort.

Ready to learn more about Glimpse Agents in action?

View products

$2.3M

Average Annual Recovery

87%

Recovery Rate on Valid Claims

45 Days

Average Time to Recovery

80%

Time Saved vs. Manual processing
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
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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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