CEDX 2026 Growth Release: Closed-loop pipeline attribution, journey orchestration, and ad spend ledger on one schema Explore the CEDX Surveys architecture ->
CEDXSystems
EnglishTalk to sales
MARKETING CEDX Surveys
Overview Responses Questions Workflow & Tour Operators TCO Model 14-Day Sandbox Live build ↗
MARKETING CEDX Surveys · Marketing · surveys.cedxsystems.com

Which answers can you actually trust?

Surveys treats response quality as a measurement problem: every question carries its drop rate, every response carries a bias score, and the NPS is computed only from rows that passed.

Open live CEDX Surveys -> Inspect 4-screen build tour
320 responses in the ledger 39 NPS on scored rows 120 questions in the bank Zero-ETL Shared Postgres Record
CEDX Surveys Enterprise Architecture Briefing
CEDX Surveys · 320 responses in the ledger

"Consolidating onto CEDX eliminated four middleware connectors and cut our weekly forecast and close reconciliation fro..."

Marcus Vance · Chief Revenue Officer · Meridian Systems · 0.01s Canonical Sync
CEDX Surveys reads and writes the exact same canonical Postgres record as CEDX Forms, CEDX Feedback, and CEDX Journeys with zero third-party webhooks.
🔒 https://surveys.cedxsystems.com/workspace/live
CEDX Surveys · Overview (The program brief, bias included)
surveys.cedxsystems.com · 01 Overview · Live Canonical Dataset
● Overview Active · 0.011s Sync Open /app/surveys ↗
RESPONSES IN THE LEDGER
320
229 complete · 72%
NPS ON SCORED ROWS
39
53 promoters · 15 detractors
QUESTIONS IN THE BANK
120
average drop 13%
HOT SALVAGE STEPS
27
questions losing the most people
Campaign / Journey Stream Target Segment & ICP Channel & Spend Owner Attributed Pipeline CAC Payback Signal ROAS Multiplier
Q3 CFO Consolidation PlaybookCEDX Surveys · Record #1040 Enterprise Finance · 500+ Emp L. Chen · Demand Gen $3,480,000 ● 4.2 mo Payback 6.8x Pipeline
Executive Dinner Series NYCCEDX Surveys · Record #1041 C-Suite & VP RevOps M. Brooks · Field Mktg $1,920,000 ● 3.1 mo Payback 9.4x Pipeline
Paid Search · ERP AlternativeCEDX Surveys · Record #1042 High-Intent Technical Buyers S. Gupta · Paid Media $2,150,000 ● 5.0 mo Payback 5.2x Pipeline
Product-Led Sandbox NurtureCEDX Surveys · Record #1043 Self-Serve Trial Evaluators A. Rivera · Lifecycle $1,640,000 ● 1.8 mo Payback 11.2x Pipeline
✦ CEDX Surveys Copilot · Q3 CFO Consolidation Playbook
Overview Verified
Starts and completes trend together until they do not. The annotations mark a pricing-pulse spike, an in-app collector launch, a straight-line cluster, and an exit survey shortened by three questions.
CEDX Surveys operator workspace in natural daylight
FIELD DOCUMENTARY · MARKETING

Responses you can interrogate

Fourteen completes with identical Likert selections is not signal. The straight-line cluster alert catches it before it reaches a deck.

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

Three architectural jobs CEDX Surveys gets right on one record.

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

01 · MARKETING FOUNDATION

Responses you can interrogate

320 rows with channel, status, time, score and bias. A 57-second complete on a research survey scores bias 17.5; a six-minute response that contradicts itself gets disqualified at 16.3. Spam and disqualified are statuses in the table, not deletions.

✓ Channels: QR, link, in-app, SMS, email, embedVerified
✓ Score and bias on every rowVerified
✓ Mine open-text themes from the same screenVerified
02 · LIVE EXECUTION

120 questions, ranked by what they cost

The question bank shows type, survey, required, drop and salvage per question. Required ranking questions drop hardest: 34% abandon the packaging-ranker. The salvage score says which are worth rewriting.

120 questions, ranked by what they cost
CEDX Surveys Live Telemetry ● 320 responses in the ledger
03 · DETERMINISTIC GOVERNANCE

Program health, not just response counts

The ring reads 78, quality plus completion, and the alerts are specific: a straight-line cluster on onboarding CSAT, a 34% drop-off on a ranking question placed after long text, an orphan survey owner after a rotation.

✓ Completion 68%, starts to submitsActive
✓ 62 partials kept in sampleActive
✓ Alerts with causes, not just deltasActive
04 · VERIFIED DEMO DATASET METRICS

What the live CEDX Surveys build looks like when you open /app/surveys.

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

RESPONSES IN THE LEDGER
320
229 complete · 72%
NPS ON SCORED ROWS
39
53 promoters · 15 detractors
QUESTIONS IN THE BANK
120
average drop 13%
HOT SALVAGE STEPS
27
questions losing the most people
4-SCREEN RUNNING BUILD TOUR

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

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

01 OVERVIEW
The program brief, bias included
Starts and completes trend together until they do not. The annotations mark a pricing-pulse spike, an in-app collector launch, a straight-line cluster, and an exit survey shortened by three questions.
02 RESPONSES
Every row earns its place
Filter to complete-only or bias ≥ 15 and the table complies: 229 completes of 320, 48 above the bias threshold. The NPS mix is computed from scored rows, so the 39 means something.
03 QUESTIONS
Fix the question, not the respondent
When a required ranking question drops 34% after a long text field, the respondent is not the problem. The bank shows it: drop 34%, salvage 50.6. The rewrite starts from evidence.
04 ESTATE GOVERNANCE
CEDX Surveys Estate Governance: Live production state on one screen
Inspect every active record, bottleneck, and financial impact in CEDX Surveys without exporting CSVs or waiting for overnight warehouse syncs.
01 OVERVIEW · SURVEYS.CEDXSYSTEMS.COM

The program brief, bias included

● Live Screen Capture

Starts and completes trend together until they do not. The annotations mark a pricing-pulse spike, an in-app collector launch, a straight-line cluster, and an exit survey shortened by three questions.

✓ NPS 39 · 53 promoters · sample 320Verified in /app/surveys
✓ Library by type: 14 CSAT, 12 NPS, 10 researchVerified in /app/surveys
✓ Low-completion surveys ranked with nVerified in /app/surveys
The program brief, bias included
OPERATING CADENCE · MARKETING

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

Because Campaigns, Journeys, Events, CRM, and Books share one database, every ad dollar is traced all the way to collected cash.

STAGE 01

Capture & Ingest

Records land in CEDX Surveys 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 SURVEYS

Three roles open CEDX Surveys 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.

CX researcher using CEDX Surveys

CX researcher

Designs the instruments and reads the bias column before the scores. A 39 NPS on clean rows beats a 45 on dirty ones.

● 97 scored rows · NPS 39
Product marketer using CEDX Surveys

Product marketer

Works the salvage queue: the questions that lose a third of respondents get rewritten, split or dropped.

● 27 hot salvage steps
Field researcher using CEDX Surveys

Field researcher

Collects on QR and in-person channels. The same ledger scores a kiosk response and an email one.

● channels · QR to in-app
ONE CANONICAL RECORD ACROSS 132 APPLICATIONS

Marketing Attribution Priced Against Real Closed-Won Ledger Dollars

CEDX Surveys 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 /forms/ ->

CEDX Forms

The capture sibling: short forms and long surveys share spam scoring and the drop model.
CONNECTED MODULE 02 Open /feedback/ ->

CEDX Feedback

The always-on listening posts the survey program feeds and calibrates against.
CONNECTED MODULE 03 Open /journeys/ ->

CEDX Journeys

Detractor responses can open a save path; promoters open the advocacy one.
CONNECTED MODULE 04 Open /desk/ ->

CEDX Desk

CSAT after a ticket lands next to the ticket, not in a separate silo.
ARCHITECTURAL PROOF · OPERATOR PERSPECTIVES

Why enterprise operators replace stitched SaaS stacks with CEDX Surveys.

"Consolidating onto CEDX eliminated four middleware connectors and cut our weekly forecast and close reconciliation from two days to twelve minutes."

Marcus Vance
Marcus Vance
Chief Revenue Officer · Meridian Systems

"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
LIVE TCO & CONSOLIDATION MODEL · MARKETING

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

Drag the seat slider to compare your current stitched stack (Marketo Measure + HubSpot Marketing Enterprise + 6sense + Braze) against running CEDX Surveys natively on the unified CEDX estate.

Organization Seats 250 seats
25 seats 500 seats 1,250 seats 2,500 seats
Legacy Stitched Stack
Marketo Measure + HubSpot Marketing Enterprise + 6sense + Braze
$1,380,000 / yr
CEDX Surveys + 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 SURVEYS

Questions operators and architecture teams ask before piloting CEDX Surveys.

01 Is the software on this page real? +
Yes. Every screenshot is a capture of the running build and you can open the same build at /app/surveys . The chrome reads demo seed · no live collectors.
02 What does the bias score catch? +
Straight-lining (identical selections down a Likert matrix) and speeders, among other patterns. The demo flags 48 responses above threshold and keeps them visible for review.
03 Why does the NPS only use scored rows? +
Because an aggregate that includes flagged responses is a worse number, not a bigger one. The 39 comes from 97 rows that passed screening, and the screen says so.
04 Can we see which question loses people? +
Yes. The question bank carries drop and salvage per question. Required ranking questions after long text drop hardest, 34% in the demo, and that is where the rewrite starts.
05 Is Surveys audited or certified? +
No certification has been issued. What we can evidence about hosting, encryption, tenant isolation and production access is written up on the security page .
LIVE SANDBOX · ZERO MIDDLEWARE · NO CARD REQUIRED

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

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

Open live CEDX Surveys (/app/surveys) -> Book an estate architecture map