Suger · Revenue Product Case Study

Multi-Channel Revenue Recognition & Reporting

Tracing every dollar from invoice intake to collection, revenue recognition, overdue risk, and monthly reporting.

Product Design Revenue Workflow Dashboard IA MVP Logic 2026
multi-channel-revenue-tracking.vercel.app
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02 · The Ambiguous Ask

“Help us understand every dollar.”

The original request was not a clean feature brief. It was a business anxiety: revenue comes from multiple channels, payments land in different states, and teams need to know what was invoiced, collected, overdue, partially paid, recognized, or at risk.

Where did it come from?Revenue may arrive from Cloud Marketplace, Stripe, Chargebee, or manual CSV records. The first task was to normalize source identity.
Should it be paid?Each invoice needed a clear expected amount, due date, customer, payment terms, and outstanding balance.
Did it actually land?The system had to track payment records, partial payments, overdue days, and whether collection was still in progress.
How does it report?Collected, deferred, recognized, and at-risk revenue needed to roll up into a monthly business report.
03 · Research Lens

Three product models, one Suger opportunity.

The competitive research clarified that Suger needed more than a dashboard. The product had to combine AR execution, revenue recognition logic, and explainable financial insight inside a Cloud GTM revenue flow.

Tabs

AR and collection execution. Best at overdue, aging, collection states, and follow-up actions.

Maxio

Billing and revenue recognition. Best at schedules, compliance, metrics, and financial reports.

Campfire

AI-driven financial insight. Best at natural-language explanations, anomalies, and recommendations.

Suger opportunity

Combine collection actionability, recognition structure, and explainable revenue intelligence into one Cloud GTM revenue workflow: invoice → collection → recognition → report.

04 · Product Framing

From scattered records to an end-to-end money lifecycle.

The core product model turns revenue from disconnected finance records into a traceable lifecycle. Each stage answers a concrete business question.

01

Revenue Sources

Where does the money come from?

02

Invoice Intake

How much should we get paid?

03

Recognition

How much is recognized each month?

04

Collection Status

What has landed, what is partial, and what is overdue?

05

Report

Are we healthy, and where are the risks?

05 · Information Architecture

A product structure that follows the money.

Instead of adding one more dashboard, I separated the system into overview, billing, collection, recognition, and report layers. The navigation mirrors how revenue moves through the business.

01 · Overview Dashboard

Start from revenue health, not raw finance records.

The dashboard gives GTM and finance teams one readable status layer: total invoiced, collected, outstanding, overdue, and collection rate.

Dashboard

Revenue Health Overview

All channels
Total invoiced$223.9k
Collected$59.2k
Outstanding$164.7k
Overdue$141.1k
Billing List

Invoice Intake & Billing

Expected revenue
INV-2024-009Stripe$19.8kOpen
INV-2024-008AWS$42.8kPartial
INV-2024-007GCP$31.2kOverdue
INV-2024-004Chargebee$18.4k
02 · Billing List

Normalize every channel into the same invoice model.

Cloud Marketplace, Stripe, Chargebee, and CSV records need a shared language: customer, source, invoice date, due date, amount, outstanding balance, and status.

03 · Collection Tracker

Turn unpaid revenue into actionable collection status.

The collection view prioritizes overdue and partially paid invoices so the team can see what landed, what is still outstanding, and what needs follow-up.

Collection Tracker
Overdue exposure $141.1k

5 invoices need attention

Acme CloudAWS$20.8kPartial
Helio DataGCP$31.2kOverdue
NorthstarStripe$0
Recognition & Report

Monthly Revenue Report

Rollup
Recognized$82.4k
Deferred$47.6k
At risk$31.2k
Recognition schedule
$60k$45k$30k$15k$0
RecognizedDeferred
AWS Marketplace$42.8kPartialRisk
Stripe$19.8kOpenDeferred
Chargebee$18.4kPaidRecognized
04 · Recognition & Report

Connect invoice state to revenue reporting.

Recognition and reporting are not separate from collection. Overdue and partial payment states become risk context for monthly revenue views.

05.5 · Console Information Architecture

One workspace connects intake, billing, collection, and reporting.

The PRD IA was translated into a console structure that mirrors revenue movement: data enters from multiple channels, then becomes invoices, payment states, recognition schedules, and reports.

Cloud Marketplace
Revenue
Stripe / Chargebee
Billing Data
Manual CSV
Records
Payment & Collection
Events
Unified Console Layer

Multi-Channel Revenue

A shared operating model that turns source records into invoice, payment, collection, recognition, and report objects.

01 · Overview

Dashboard

Executive view for total invoiced, collected, outstanding, overdue, and collection rate.

Revenue Health KPIs
Channel Trends
Recent Invoices
02 · Billing

Invoice Intake

Normalizes multi-channel records into a consistent invoice model and detail page.

Billing List
Invoice Detail
Payment Records
03 · Recognition

Revenue Schedule

Maps expected revenue into recognized, deferred, and at-risk monthly reporting states.

Monthly Schedule
Recognized / Deferred
Risk Flags
04 · Collection

Collection Tracker

Prioritizes partial and overdue invoices so finance teams know what needs action.

Overdue Queue
Partial Payments
Follow-up Status
05 · Output

Monthly Report

Rolls dashboard, billing, collection, and recognition state into a reportable revenue view.

Revenue Report
At-risk Summary
Export-ready View
Users can trace where revenue came from.
Teams can see what was paid, partial, or overdue.
Reports inherit the same source-of-truth logic.
06 · MVP Scope

The MVP focused on closing the traceability loop.

The first version intentionally avoided becoming a full accounting suite. It focused on the minimum closed loop: invoice, due date, payment records, collection status, revenue schedule, and dashboard/report rollup.

01

Open

Invoice issued, expected amount and due date are visible.

02

Partial

Multiple payments update paid amount and balance.

03

Overdue

Past-due records surface collection risk.

04

Report

Collection health rolls up to dashboard and report.

07 · Key Product Decisions

The decisions that turned ambiguity into product logic.

These are not UI decisions first. They are business-model decisions translated into interface behavior.

01
Normalize

Unify multi-channel records

Invoices from cloud marketplaces, Stripe, Chargebee, and CSV uploads needed a shared internal model.

02
Separate

Expected revenue vs actual cash

Dashboard logic separates what should be paid from what was actually collected.

03
Model

Partial payments as first-class

One invoice can contain multiple payment records, changing paid amount, outstanding balance, and status.

04
Connect

Overdue status to revenue risk

Collection issues should appear inside recognition schedules, not stay isolated in AR views.

05
Prioritize

Overdue-first operational view

Collection list defaults to invoices needing immediate action, sorted by days overdue.

06
Roll up

Reportable health metrics

Total invoiced, collected, outstanding, overdue, and collection rate become the executive summary layer.

08 · Feature Walkthrough

Five stages, five business questions.

Each stage exists because a finance or GTM user has a specific question about the money lifecycle.

Invoice Intake

Normalize source, customer, amount, due date, and status from multiple revenue channels.

Where did this revenue record come from?

Billing List

Track all invoices and expected revenue across source channels, terms, and due dates.

How much should we get paid?

Recognition Schedule

Allocate invoice amounts across accounting periods and mark future revenue at risk.

How much is recognized each month?

Collection Tracker

Show paid amount, outstanding balance, overdue days, and linked payment records.

What landed and what needs action?

Dashboard & Report

Roll invoice and collection data into revenue health, trends, and channel breakdown.

Are we healthy, and where are risks?
09 · Edge Cases & Future Scope

Accounting complexity was scoped, not ignored.

The PRD identified deeper marketplace-specific settlement logic, especially AWS partial payments and disbursements. I separated MVP traceability from future net-revenue accounting.

Current MVPInvoice

Expected gross amount and due date enter the system.

Cash eventsPayments

Multiple payments can partially close one invoice.

Risk layerStatus

Open, partial, overdue, or paid state updates operational views.

Future layerSettlement

Marketplace fees and batch disbursements separate gross from net.

ReportNet Revenue

Final report can show collected, recognized, and at-risk revenue.

MVP solves the user-facing traceability problem first.
Marketplace settlement is modeled as a future accounting layer.
The architecture keeps room for gross-to-net reporting.
10 · Outcome

A shared revenue truth layer for GTM and finance teams.

The MVP connects billing, collection, recognition, and reporting so teams can trace every dollar from source channel to invoice, payment status, risk, and final revenue report.

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