CEDX 2026 Service Release: Predictive SLA triage, omnichannel queues, and live contract context on one record Explore the CEDX Feedback architecture ->
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CUSTOMER SERVICE CEDX Feedback
Overview Inbox Themes Workflow & Tour Operators TCO Model 14-Day Sandbox Live build ↗
CUSTOMER SERVICE CEDX Feedback · Customer Service · feedback.cedxsystems.com

Votes are data. Wishes are not.

Feedback turns a suggestion box into a scored backlog: every post carries the voter's plan and ARR, duplicates cluster with merge confidence, themes score votes against effort, and shipped posts close the loop with the people who asked.

Open live CEDX Feedback -> Inspect 4-screen build tour
305 open posts 36 active themes 24 posts on the roadmap Zero-ETL Shared Postgres Record
CEDX Feedback Enterprise Architecture Briefing
CEDX Feedback · 305 open posts

"When Sales, Operations, and Finance read and write the exact same Postgres record, month-end stops being a detective i..."

Elena Rostova · Chief Financial Officer · Northline Group · 0.01s Canonical Sync
CEDX Feedback reads and writes the exact same canonical Postgres record as CEDX Desk, CEDX Roadmap, and CEDX Knowledge Base with zero third-party webhooks.
🔒 https://feedback.cedxsystems.com/workspace/live
CEDX Feedback · Overview (The board's health, with dials)
feedback.cedxsystems.com · 01 Overview · Live Canonical Dataset
● Overview Active · 0.011s Sync Open /app/feedback ↗
OPEN POSTS
305
of 320 in the demo seed
ACTIVE THEMES
36
324 posts themed · 14 unthemed this we
POSTS ON THE ROADMAP
24
91 links in total
DUPLICATE RATE
12%
39 clusters · 28 still unmerged
Ticket / Incident ID Customer & ARR Tier Assigned Queue & Pod SLA Breach Clock Root-Cause Context Resolution Score
INC-49201 · API Webhook LagCEDX Feedback · Record #1040 Meridian Corp · $420K ARR Tier-3 Platform Pod 18m remaining ● Linked to PR #4812 98% Confidence
TCK-88310 · Billing Seat SyncCEDX Feedback · Record #1041 Harbor Retail · $640K ARR Enterprise Billing Ops 1h 42m remaining ● Auto-Resolved via Books 100% Verified
INC-49209 · SSO SAML RotationCEDX Feedback · Record #1042 Atlas Logistics · $285K ARR Identity & Access Queue 44m remaining ● Cert Runbook Attached 95% Confidence
TCK-88344 · Field Dispatch RMACEDX Feedback · Record #1043 Cedar Foods · $310K ARR Field Service Dispatch 3h 15m remaining ● Parts Reserved in WMS 94% Confidence
✦ CEDX Feedback Copilot · INC-49201 · API Webhook Lag
Overview Verified
Posts by status read like a pipeline: 68 new, 54 in review, 42 planned, 38 building, 52 shipped, 66 declined. The intake chart carries the board's own history as markers: a relaunch, a new sales board, a merge-backlog spike.
CEDX Feedback operator workspace in natural daylight
FIELD DOCUMENTARY · CUSTOMER SERVICE

An inbox where every post carries ARR

The theme table quietly settles roadmap arguments: a $22K theme with XS effort scores 102.6 while a $420K theme at XL scores 74.1. Small and certain beats big and expensive, with the arithmetic showing.

CAMERA: CANON EOS R5 · 35MM F/1.4 · NATURAL DAYLIGHT ESTATE ROUTE: /APP/FEEDBACK
CORE CAPABILITIES · CEDX FEEDBACK

Three architectural jobs CEDX Feedback gets right on one record.

Every capability below runs against the shared CEDX Postgres database with zero external sync queues or reconciliation lag.

01 · CUSTOMER SERVICE FOUNDATION

An inbox where every post carries ARR

Three hundred twenty posts with theme, status, plan, votes, ARR and a 30-day vote sparkline per row. A CSV-export request, submitted again, shows 109 votes and $4.13M of account value behind it, which is why “again” matters.

✓ Theme, status, plan, votes, ARR per rowVerified
✓ A 30-day vote sparkline per postVerified
✓ Open-only, Enterprise and status chipsVerified
02 · LIVE EXECUTION

36 themes, scored like a portfolio

Themes aggregate posts, votes, accounts and ARR next to effort. Dark mode leads at 102.6 on ten posts and XS effort; offline sync (28 posts, 412 votes, $420K, XL effort) sits fourth at 74.1. The score is the argument, printed.

36 themes, scored like a portfolio
CEDX Feedback Live Telemetry ● 305 open posts
03 · DETERMINISTIC GOVERNANCE

Duplicate-hunting as a first-class job

The overview scores board health at 82 and lists its dials: 14 unthemed posts, 28 duplicate clusters, 19 stale reviews, 21 days average age. The merge alert names its threshold, confidence ≥0.7, so dedup is a decision, not a vibe.

✓ 12% duplicate rate across 39 clustersActive
✓ 19 posts stale in under-review past 30 daysActive
✓ Board health 82 with the four dials listedActive
04 · VERIFIED DEMO DATASET METRICS

What the live CEDX Feedback build looks like when you open /app/feedback.

Every figure below is directly inspectable in the running CEDX Feedback application workspace with zero synthetic projections.

OPEN POSTS
305
of 320 in the demo seed
ACTIVE THEMES
36
324 posts themed · 14 unthemed thi
POSTS ON THE ROADMAP
24
91 links in total
DUPLICATE RATE
12%
39 clusters · 28 still unmerged
4-SCREEN RUNNING BUILD TOUR

Four screens captured from feedback.cedxsystems.com, in the order operators run them.

Click any screen below to inspect how CEDX Feedback moves from initial intake to verified cross-estate completion.

01 OVERVIEW
The board's health, with dials
Posts by status read like a pipeline: 68 new, 54 in review, 42 planned, 38 building, 52 shipped, 66 declined. The intake chart carries the board's own history as markers: a relaunch, a new sales board, a merge-backlog spike.
02 INBOX
Every request, with its economics
Three hundred five open posts in a filterable inbox. Plan tiers run Free to Enterprise on every row, ARR runs from $3K to $4.13M, and the sparkline shows whether a request is heating up or going quiet.
03 THEMES
The backlog, rolled up and scored
Thirty-six themes with area, posts, votes, accounts, ARR, effort and priority. The sort puts a $22K XS theme above a $420K XL one, and shows both rows' inputs, so the ranking is auditable.
04 ESTATE GOVERNANCE
CEDX Feedback Estate Governance: Live production state on one screen
Inspect every active record, bottleneck, and financial impact in CEDX Feedback without exporting CSVs or waiting for overnight warehouse syncs.
01 OVERVIEW · FEEDBACK.CEDXSYSTEMS.COM

The board's health, with dials

● Live Screen Capture

Posts by status read like a pipeline: 68 new, 54 in review, 42 planned, 38 building, 52 shipped, 66 declined. The intake chart carries the board's own history as markers: a relaunch, a new sales board, a merge-backlog spike.

✓ Do-this-next list with impact scores per itemVerified in /app/feedback
✓ Hot posts with votes and statusVerified in /app/feedback
✓ Unthemed 14 · dup clusters 28 · avg age 21dVerified in /app/feedback
The board's health, with dials
OPERATING CADENCE · CUSTOMER SERVICE

How CEDX Feedback runs across the week, in the exact order work happens.

Every support agent sees the customer ARR, overdue invoices, active renewal date, and linked engineering sprint issue without switching tabs.

STAGE 01

Capture & Ingest

Records land in CEDX Feedback already linked to the canonical customer, employee, or vendor ID.

STAGE 02

Score & Triage

Deterministic rules and auditable Copilot signals rank every item by financial and SLA impact.

STAGE 03

Execute & Approve

Operators resolve work in one click with role-based guardrails and instant cross-app writeback.

STAGE 04

Reconcile & Report

Every completed action updates live executive dashboards and the immutable audit log automatically.

OPERATOR WORKSPACES · WHO RUNS CEDX FEEDBACK

Three roles open CEDX Feedback every day. Each sees the exact surface they own.

Role-based views and permissions are enforced at the database row level so executives, managers, and frontline operators share one source of truth.

Customer marketing using CEDX Feedback

Customer marketing

Owns close-the-loop: the 61% of voters told their request shipped, and the 39% who heard nothing. The tablet at the exit is the same gesture, offline.

● close loop · 61%
Product manager using CEDX Feedback

Product manager

Lives in the theme table: 36 themes, and the standing question of why a $22K XS theme outranks a $420K XL one.

● themes · 36
Support triage using CEDX Feedback

Support triage

Merges the 28 duplicate clusters at confidence ≥0.7 and clears the 14 unthemed posts that arrive every week.

● dup rate · 12%
ONE CANONICAL RECORD ACROSS 132 APPLICATIONS

Support Queues That Read the Live Revenue & Engineering Graph

CEDX Feedback is not an isolated point tool. It reads and writes the exact same customer, ledger, and identity records as the rest of the CEDX software estate.

CONNECTED MODULE 01 Open /desk/ ->

CEDX Desk

Support tickets are unsolicited feedback. Desk's subjects and this board's posts often say the same thing in different clothes.
CONNECTED MODULE 02 Open /roadmap/ ->

CEDX Roadmap

The 24 on-roadmap posts link somewhere. Roadmap is where the commitment gets a date and a swimlane.
CONNECTED MODULE 03 Open /knowledge-base/ ->

CEDX Knowledge Base

“The docs were wrong” is a feedback post too. The help centre's no-hit list is the other ear, counting searches instead of votes.
CONNECTED MODULE 04 Open /copilot/ ->

CEDX Copilot

Ask AI (⌘J) sits on every Feedback screen, versioned and traced by the Copilot console behind it.
ARCHITECTURAL PROOF · OPERATOR PERSPECTIVES

Why enterprise operators replace stitched SaaS stacks with CEDX Feedback.

"When Sales, Operations, and Finance read and write the exact same Postgres record, month-end stops being a detective investigation across six spreadsheets."

Elena Rostova
Elena Rostova
Chief Financial Officer · Northline Group

"Our operators actually enjoy opening the workspace. Every screen is fast, legible, and grounded in live production data with zero synthetic clutter."

David Okafor
David Okafor
VP of Enterprise Systems · Harbor Holdings

"Having identity, least-privilege access, audit trails, and business applications on one kernel cut our security review and provisioning time by 82%."

Sarah Lindqvist
Sarah Lindqvist
Chief Information Security Officer · Atlas Corp
LIVE TCO & CONSOLIDATION MODEL · CUSTOMER SERVICE

Stop paying five vendors to re-sync the same customer service record.

Drag the seat slider to compare your current stitched stack (ServiceNow CSM + Zendesk Enterprise + Intercom + PagerDuty) against running CEDX Feedback natively on the unified CEDX estate.

Organization Seats 250 seats
25 seats 500 seats 1,250 seats 2,500 seats
Legacy Stitched Stack
ServiceNow CSM + Zendesk Enterprise + Intercom + PagerDuty
$1,380,000 / yr
CEDX Feedback + Full Estate Bundle
All 132 applications · Canonical Postgres · Unlimited Copilot
$267,000 / yr
Verified Annual Hard Savings
Plus 0 middleware sync failures
$1,113,000 / yr
TECHNICAL & PROCUREMENT FAQ · CEDX FEEDBACK

Questions operators and architecture teams ask before piloting CEDX Feedback.

01 Is the software on this page real? +
Yes. Every screenshot is a capture of the running build, open at /app/feedback . It runs on a demo seed (the chrome says so itself) and the company on the board is fictional.
02 What does ARR signal mean? +
Each post shows the combined account value of its voters: $99.1M across the filtered set in the seed. It answers “who wants this” with a number your revenue team already respects, using fictional demo dollars.
03 Why does a $22K theme outrank a $420K one? +
Effort. The dark-mode theme scores 102.6 at XS effort; offline sync scores 74.1 at XL. Priority mixes votes, ARR and effort, and the theme table prints all the inputs so the ranking can be argued with.
04 How are duplicates handled? +
Clustering with a merge-confidence threshold (the alert says ≥0.7), with 28 clusters waiting and the duplicate rate tracked at 12% on the overview. Declined posts stay visible too: 66 of them, counted.
05 Is Feedback audited or certified? +
No certification has been issued. What we can evidence about hosting, encryption and access is on the security page .
LIVE SANDBOX · ZERO MIDDLEWARE · NO CARD REQUIRED

CEDX Feedback is running right now. Open it and inspect the record.

Explore the live CEDX Feedback workspace on canonical demo data at /app/feedback, or book a 30-minute architecture session to map your first entity rollout.

Open live CEDX Feedback (/app/feedback) -> Book an estate architecture map