Food · Industrial · Chemical & Ag

One platform for manufacturing and distribution.
ERP, production, warehousing, logistics, and compliance.

Make it, move it, prove it. Most manufacturers and distributors run on six to twelve systems that don't talk to each other. CDXAI runs on one.

CDXAI runs manufacturing and distribution operations on one system — work orders through proof of delivery. Production scheduling, BOMs, shop floor control, warehouse management, order fulfillment, dispatch, and compliance share a single data layer, so a completed work order updates inventory, costs, lot genealogy, and compliance records at the same moment. Lot and batch traceability, condition monitoring, and regulatory recordkeeping run inside every transaction — not as a bolted-on module. Food processors and distributors get FSMA 204, cold chain, and recipe management built in; industrial fabricators and chemical blenders get serial and heat-number tracking, SDS control, and hazmat classification on the same foundation.

The average manufacturer or distributor uses 6–12 disconnected systems.
Sound familiar?

You didn't start this business to manage software.

But here you are, spending half your day reconciling data between systems that don't talk to each other.

🔄

You're re-keying the same data into three different systems

Every order gets entered once in the OMS, again in the WMS, keyed a third time into the production schedule, then manually updated in QuickBooks. Your team spends hours on data entry that should be automatic.

⚠️

Nobody knows the true inventory number until it's too late

Your WMS says 200 units. Accounting shows a different number. The warehouse crew has a third count on a clipboard. The customer finds out when the truck shows up short. And if you manufacture, the number is wrong in a third place — raw material consumed on the floor that nobody backflushed yet.

😰

A recall would be a nightmare — and you know it

Whether it's an FSMA 204 lot trace, a hazmat batch recall, or a heat-number pull on structural steel, the clock starts the moment you're notified. Right now a traceability drill means pulling records from three systems and hoping the spreadsheets match.

📉

Your best people spend their day on manual work

Production schedulers rebuild the same run sequence on a whiteboard every morning. Dispatchers rebuild the same routes. Ops managers build the same reports every week. Warehouse leads track the same KPIs by hand. It doesn't have to be this way.

💸

You can't scale without adding headcount

Every time volume grows, you have to hire another person just to handle the additional data entry and coordination. Growth becomes expensive before it becomes profitable.

🔮

Running the business feels reactive instead of strategic

You're always putting out fires — a mispick, a short ship, a missed invoice — instead of seeing problems before they happen and making moves that build margin.

🏭

Your plant and your warehouse keep separate books

Production says the run finished. The warehouse hasn't seen it. Costing won't know the real yield until month-end close, and by then nobody remembers which batch ran short. The people making the product and the people shipping it are working from different numbers.

Who runs on CDXAI

Built deep for food. Built to run more than food.

CDXAI started in food, where the compliance bar is highest and the same company often makes the product and delivers it. That foundation — lot and batch genealogy through transformation, unit-of-measure complexity, condition monitoring, and audit-ready records on every transaction — turned out to be exactly what industrial and chemical operators needed too.

Food & Beverage

Flagship

The deepest vertical. FSMA 204 Critical Tracking Events captured on every receipt, shipment, and transformation — including the transformations that happen on your own floor. Recipe and formula management, yield tracking, cold chain with automatic excursion holds, catch weight, FEFO, and allergen segregation.

Make
Recipe & formulaFurther processingCo-packingYield & shrinkBatch costing
Move
FSMA 204Cold chainCatch weightFEFOAllergen matrixHACCP
Food distribution ERP →

Industrial, Building Products & MRO

Fasteners, steel, electrical, plumbing, and building materials — fabricated, kitted, and delivered on one system. Cut-to-length and light assembly feed the same inventory the counter sells from, with serial and heat-number tracking carried through both.

Make
Fabrication & cut-to-lengthLight assemblyMake-to-orderShop floor routingJob costing
Move
Serial & heat numberWill-call & counterContractor price tiersUOM conversionDrop-ship & special order
Industrial & building products ERP →

Chemicals, Ag & Plastics

Blending, compounding, and repack running against the same batch genealogy that answers a recall. Document control, container-level tracking, and hazmat classification on every outbound shipment — and on every internal transfer.

Make
Blending & compoundingRepack & tollingBatch yield & varianceFormula versioningIn-process QC
Move
SDS & document controlDOT hazmat classificationBatch genealogyContainer & tote trackingTare & net weight
Chemical, ag & plastics ERP →

Don’t see your industry?

We’re not going to pretend CDXAI is configured for every industry today. But the core — production, inventory, lots, orders, compliance, dispatch, accounting — is industry-neutral, and we build the next vertical based on who asks for it. Tell us what you make or move and we’ll tell you honestly whether we’re a fit.

The CDXAI way

One platform. Every operation.
All the data, finally connected.

CDXAI was built for manufacturing and distribution operations — not adapted from generic ERP software. Every module shares the same data layer, so your production, inventory, orders, compliance, and financials are always in sync.

Manufacturing3PL ManagementProcurementEDI IntegrationPayments & AR/APDriver POD AppSales CRM
Compliance

Compliance isn’t a checkbox — it’s built into every transaction.

FSMA 204 · Effective January 20, 2026

FSMA 204 traceability isn't a checkbox — it's built into every transaction.

Every time your warehouse receives a pallet, ships an order, or transforms a product, CDXAI automatically captures the Critical Tracking Events and Key Data Elements the FDA requires. No separate compliance module to maintain. No spreadsheet to reconcile. The traceability data lives inside the same transaction that runs your business.

If you further-process, portion, or co-pack, the transformation CTE is captured by the work order itself — input lots to output lots, with yield, on the same record that runs production.

Full CTE capture: receiving, shipping, transformation — automatic, not after-the-fact
FTL product classification across all 15+ FSMA food categories
Forward and backward lot trace in seconds, not hours
Respond to FDA 24-hour information requests with one click
Mock recall drills with built-in 24-hour completion tracking
FSVP supplier verification with re-evaluation cycle management
FSMA 204Audit-Ready
Lot-level CTEs captured on every transaction
HACCPIntegrated
Critical control points monitored via IoT sensors
AllergenEnforced
FDA Big 9 + EU 14 allergens with segregation matrix
Cold ChainLive Monitoring
Real-time temperature with auto-excursion alerts
Recall Ready< 2 Hours
Full forward/backward trace with mock drill tracking
Multi-RegionConfigured
US FDA, Canada CFIA, Mexico COFEPRIS, EU framework
SDS control · DOT hazmat · Batch genealogy

Every container carries its batch genealogy and its documents.

Every container, tote, and tank carries its batch genealogy and its documents — through blending and repack, not just through the dock. Classification happens at order entry, not at shipping.

SDS version control with automatic revision distribution to customers
DOT hazmat classification, UN numbers, packing groups, and placarding on outbound shipments
Batch genealogy — forward and backward through blending, compounding, repack, and transfer
Formula versioning with effectivity dates and change control
Batch yield and variance captured against theoretical at run close
In-process QC checks with automatic hold on out-of-spec results
Container-level tracking with tare and net weight reconciliation
EPA and state product registration tracking with renewal alerts
Restricted-use pesticide license verification at order entry
Shelf life and re-test date management with automatic hold
Batch GenealogyThrough blending
Forward and backward across every transformation
SDS ControlVersion-managed
Superseded revisions block the shipment
DOT HazmatClassified at entry
UN numbers, packing groups, placarding
Container TrackingTare & net
Totes, drums, pails and tanks reconciled
Serial & heat number · MTRs · Job costing

Provenance that survives your own shop floor.

Traceability here is about proving provenance and holding the paper trail when a spec is questioned — including when the part was cut, welded, or assembled in your own shop.

Serial number and heat number capture at receiving, carried through fabrication to delivery
Heat number lineage preserved through cut-to-length and assembly operations
Mill test reports and certificates of conformance attached at the lot
Work-order-level job costing with material, labor, and burn/scrap variance
Country-of-origin tracking for Buy American and domestic-content requirements
Warranty registration and claim tracking against the serialized unit
Customer-specific certification packets generated at shipment
Hazmat classification for paints, adhesives, solvents, and compressed gases
Serial & HeatThrough fabrication
Lineage preserved across cut and assembly
MTRs & CoCsAttached to lot
Certification packets generated at shipment
Country of OriginTracked
Buy American and domestic content
Job CostingPer work order
Material, labor, burn and scrap variance
One connected ecosystem

Every feature built on one shared data layer — not bolted together after the fact.

Most distributors run 6–12 disconnected systems. When your production, WMS, orders, compliance, accounting, dispatch, and AI all share the same database, the same customer record, and the same inventory lot — everything changes. Orders update inventory in real time. Receiving auto-generates putaway tasks. A cycle count variance triggers cross-slot verification. A temperature excursion flags the lot, blocks the pick, and notifies compliance. An expired SDS revision blocks the shipment until the current version is attached. A work order closing short of theoretical yield updates costing, flags the batch for QC, and adjusts the finished-goods commitment on the orders it was staged against — all without a single re-key.

Real-time inventory syncAutomatic lot traceabilityCross-module event busSingle tenant isolationOne login for everythingNo data re-entry
Manufacturing

The plant and the warehouse finally share a system.

Most manufacturers run production in one system and everything downstream in another, then reconcile at month-end. In CDXAI, a work order draws from the same inventory the warehouse picks from, consumes lots that carry their own traceability, posts labor and material to the same general ledger, and releases finished goods straight into the orders waiting on them. No interface, no nightly sync, no argument about which system has the real number.

Plan

MRP workbenchS&OP planningCapacity planningProduction schedulingRough-cut & finite scheduling

Run the demand signal from open orders and forecasts straight into a production plan, without exporting anything.

Build

Work ordersBill of materialsRouting managementShop floor controlKanban board

Multi-level BOMs, operation-level routing, and a shop floor that reports against the same work order the scheduler released.

Prove

QMSSPC chartsIn-process QCNon-conformance reportsCAPAHACCP & sanitation

Quality checks live inside the operation, not in a parallel binder. An out-of-spec result holds the batch before it reaches finished goods.

Cost

Standard costingActual vs standard varianceJob costingYield & scrap trackingLabor posting

Know the real cost of the run when it closes, not three weeks later.

Improve

OEE dashboardDowntime trackingRecipe optimizerECO managementEffectivity dating

Engineering changes flow to the floor with effectivity dates, and the OEE number comes from the same events that ran the job.

Connect

Backflush to inventoryLot genealogy through transformationFinished goods to open ordersProcurement from MRPCosting to GL

Every one of these is a place where a separate MES would need an integration. Here they’re the same database.

See how manufacturing works in CDXAI →

Complete platform

Every feature your operation needs — in one place.

160 features across 12 operational areas — on one database, with one login. No bolt-ons, no third-party bridges, no data silos.

Order & Customer Management

  • Sales Orders & Quotes
  • Customer Master & Groups
  • Pricing & Margin Visibility
  • Order Allocation & Promising
  • Order Routing & Consolidation
  • Approval Workflows
  • Warehouse Release
  • Order Lifecycle Tracking
  • OS&D Claims
  • RMA / Returns
  • Shelf Life Allocation
  • Catch Weight Operations
  • CRM (Leads, Pipeline, Deals)
  • Sales Agent Portal & Commissions

Warehouse & Inventory

  • Warehouse Management System (WMS)
  • Receiving & Putaway
  • Wave Planning & Picking
  • RF Mobile Picking
  • Pack Station & Verification
  • Staging & Load Planning
  • Cycle Counting (Blind & Guided)
  • Slotting Optimization
  • Replenishment (Predictive)
  • Cross-Dock Operations
  • Deconsolidation
  • Voice-Directed Operations
  • Lot Tracking & FEFO Enforcement
  • Cold Chain Temperature Monitoring
  • Barcode & Label Management (ZPL)
  • Product Master Data
  • Catch Weight
  • Expiration & Freshness Management
  • AI Pallet Building & Digital Twin

Manufacturing & Production

  • Work Orders & Shop Floor Control
  • Bill of Materials (Multi-Level)
  • Routing Management
  • MRP Workbench
  • Production Scheduling
  • Capacity Planning
  • S&OP Planning
  • Kanban Board
  • OEE Dashboard & Downtime Tracking
  • SPC Charts
  • QMS
  • Standard Costing & Variance
  • Backflush & Component Consumption
  • Lot Genealogy Through Transformation
  • Yield, Scrap & Variance Tracking
  • Labor Posting & Job Costing
  • Formula & Recipe Versioning
  • Effectivity Dating
  • Co-Product & By-Product Handling
  • Downtime & Reason Code Tracking
  • Rework & Disposition Orders
  • Tolling & Contract Manufacturing
  • ECO Management
  • Food Safety (HACCP, Sanitation, CAPA)

Logistics & Delivery

  • Route Planning & Optimization
  • Territory Management
  • Dispatch Dashboard
  • Delivery Windows & Appointments
  • Dock Scheduling
  • Proof of Delivery (POD)
  • GPS Fleet Tracking
  • Driver Management
  • Vehicle Management
  • Freight Management
  • DAT Load Board Integration
  • Mobile Inventory (In-Transit)
  • Yard Management (Guard House, Map, Trailers)

FSMA 204 & US FDA Compliance (Food)

  • FSMA 204 Full Traceability (CTEs & KDEs)
  • Food Traceability List (FTL) Classification
  • Critical Tracking Events (Receiving, Shipping, Transformation)
  • Forward & Backward Lot Traceability
  • 24-Hour FDA Information Request Response
  • Foreign Supplier Verification (FSVP)
  • FDA Registration & Biennial Renewal
  • Reportable Food Registry (RFR)
  • Prior Notice (Imported Food)
  • Recall Management (Class I/II/III)
  • Mock Recall Exercises (24-Hour Drill)
  • PCQI (Preventive Controls Qualified Individual) Tracking

Food Safety & International Compliance

  • HACCP Plan Management
  • Allergen Segregation (FDA Big 9 + EU 14)
  • 8-Category Allergen Storage Matrix
  • Cold Chain IoT Temperature Monitoring
  • Sanitation Scheduling & Verification
  • CAPA (Corrective & Preventive Actions)
  • Environmental Monitoring Programs
  • Equipment Calibration Tracking
  • Pest Control Logs & Service Records
  • Chemical Inventory & SDS Management
  • Controlled Document Management
  • Training Programs & Completion Tracking
  • Multi-Jurisdiction Config (US, Canada, Mexico, EU)
  • Audit Scheduling & Certification Tracking
  • Regulatory Inspection Readiness
  • Quality Specs & Non-Conformance Reports
  • Workplace Safety & Incident Tracking

Chemical, Ag & Hazmat Compliance

  • SDS Management & Version Control
  • DOT Hazmat Classification & Placarding
  • UN Number & Packing Group Assignment
  • Batch Genealogy & Lineage Tracking
  • Container, Tote & Tank Tracking
  • Blending & Repack Work Orders
  • EPA & State Registration Tracking
  • Restricted-Use Product License Verification
  • Tare & Net Weight Reconciliation
  • Re-Test & Shelf Life Date Management
  • Chemical Inventory & Right-to-Know Reporting

Industrial & Building Products

  • Serial Number Tracking
  • Heat Number & Mill Test Reports
  • Certificate of Conformance Management
  • Kitting & Light Assembly
  • Will-Call & Counter Sales
  • Contractor Price Tiers & Customer Price Books
  • Unit-of-Measure Conversion (each / box / pallet / linear ft)
  • Drop-Ship & Special Order Management
  • Quote-to-Order Conversion
  • Warranty Registration & Claims
  • Country-of-Origin & Domestic Content Tracking

Finance & Accounting

  • General Ledger & Chart of Accounts
  • Journal Entries
  • AR Aging & Collections
  • Invoicing & Billing
  • Credit Management
  • Budget & Forecasting
  • Advanced Pricing Engine
  • Platform Connectors (QuickBooks, etc.)
  • Payments (ACH, Credit Card, Check)
  • Fee Configuration & Ledger

Purchasing & Procurement

  • Purchase Orders
  • Vendor Management & Scorecards
  • Procurement Workbench
  • Procurement Intelligence Dashboard
  • Lead Time Tracking
  • Freight Lanes
  • Buyer Assignment
  • Deal Management & Negotiations

AI & Intelligence

  • Gracie AI Assistant (Natural Language)
  • Proactive Anomaly Detection
  • Predictive Demand Forecasting
  • AI Shelf Life Optimization
  • Computer Vision Receiving
  • Neural Pick Routing
  • Regulatory Intelligence
  • Business Intelligence & Custom Reports
  • Performance Ratings (Exec, Procurement, Warehouse, Sales, Transport)

Platform & Integrations

  • B2B Ecommerce Storefront
  • 3PL Integration
  • EDI (850, 856, 810, 820)
  • Restaurant Management & Menu Builder
  • Helpdesk & SLA
  • Workflow Engine
  • Document Management
  • Data Import / Export
  • Nutrition & Allergen Management
  • Multi-Language (5 languages + RTL)
  • Mobile Warehouse (PWA)
  • Role-Based Access Control
Meet Gracie

Your AI operations partner — not just a chatbot.

Gracie knows your business. She monitors your inventory, watches your orders, flags compliance risks, and tells you what needs attention — before it becomes a problem.

  • Ask anything about your operations in plain English — Gracie pulls live data from across all CDXAI modules to answer
  • Proactive alerts: Gracie spots anomalies like unusual shrink, expiring lots, or fill rate drops before your team notices
  • Production intelligence: Gracie watches yield against standard, flags runs trending short, and tells you which work orders are at risk before the shift ends
  • Procurement insight: Gracie watches pricing trends and alerts you to vendor cost changes that affect your margin
G
Gracie
Online · Monitoring 14 alerts
Why is my fill rate down this week?
You
G
I spotted the issue. Three factors are pulling your fill rate down this week:
Root cause

Case Ready Beef 10lb — 212 cases on hand vs 380 committed to orders (44% short)
Heavy Cream Qt — 88 cases, 2 large orders competing for same lot
Inbound delay — Vendor KC-BEEF-04 shipment is 18hrs late

I've flagged the beef vendor and can draft a substitution suggestion for your top 3 affected customers. Want me to pull those?
Why is my fill rate down?
Which batch ran short this week?
Which SDS revisions are out of date?
What's my margin on the Hoffman quote?
Platform modules

Built for the real world of making and moving product.

Every screen is designed around how your team actually works — not how a generic software company thinks you work.

Operations Dashboard
Today's Overview
Thu, Mar 12
Orders
247
▲ 12%
Fill Rate
98.4%
▲ 0.6%
Picked
183
74%
Alerts
3
▼ 2
Operations Command Center
Real-time view of your entire operation
Learn more →
Production Floor
Shift 1 · Line 3
Thu, Mar 12
WO-20418
Ranch Dressing 5gal
Running
94% yield
WO-20431
Italian Blend Shred
Running
96% yield
WO-20447
Marinara Base
QC Hold
⚠ Viscosity
WO-20452
Caesar Dressing 1gal
Queued
Starts 2:15p
OEE
78.4%
Downtime
22m
Scrap
1.8%
Production Floor
Work orders, yield, and OEE in real time
Learn more →
Order Management
All Orders
Picking
Shipped
Issues
#48821
Sysco Kansas City
$14,230
Shipped
#48820
US Foods — MO
$8,750
Picking
#48819
Performance Food Group
$22,400
Shipped
#48818
Gordon Food Service
$5,190
Pending
Order Management System
From quote to delivery confirmation
Learn more →
Warehouse & Inventory
4,821
Total SKUs
12
Near expiry
99.1%
Accuracy
KC-DRY-0441
Jasmine Rice 50lb
Dry
840 cs
KC-CLD-1182
Case Ready Beef 10lb
36°F
212 cs
⚠ Low
KC-FRZ-0093
Frozen Shrimp 2lb
0°F
1,044 cs
KC-CLD-0774
Heavy Cream Qt
36°F
88 cs
⚠ Exp soon
Warehouse Management
FEFO, lot traceability, temp monitoring
Learn more →
Compliance Center
✓ FSMA 204 traceability audit-ready · Last verified 2h ago
FSMA 204 Critical Tracking Events
Updated daily
Active
Cold Chain Temp Logs
IoT live
Active
!
Lot LOT-7821 — Expiry in 4 days
Flagged
Review
Supplier HACCP Documentation
48 vendors
Current
COOL Country-of-Origin Labeling
Auto-tagged
Active
Compliance & Traceability
FSMA 204, HACCP, lot-level traceability
Learn more →
Real outcomes

What happens when everything connects.

CDXAI customers see measurable improvements within the first 90 days.

98%
Average fill rate accuracy across CDXAI customers
2hrs
Average time to complete a full forward and backward lot trace
40%
Reduction in manual data entry after CDXAI go-live
1×
One platform replacing the average 7-system stack
Questions

Frequently asked questions

What does CDXAI do?
CDXAI runs manufacturing and distribution on one system — production planning, work orders, shop floor, warehouse management, inventory, orders, route dispatch, accounting, and compliance. Instead of stitching together an ERP, an MES, a WMS, a TMS, and spreadsheets, operators get a single connected database where a completed work order updates inventory, costs, lot genealogy, and compliance records at the same moment. It runs food and beverage, industrial and building products, and chemical, ag, and plastics operations.
Is CDXAI an ERP, a WMS, or a TMS?
All three plus manufacturing, sharing one data layer instead of integrating four vendors. CDXAI includes ERP (accounting, purchasing, orders), full manufacturing (MRP, work orders, BOMs, routing, shop floor control, costing, QMS), a full WMS (receiving, FEFO picking, slotting, cold chain), and TMS (route planning, dispatch, proof of delivery). Because it is one platform, there are no sync jobs, no re-keying, and no arguments over which system holds the real number.
Do I need a separate MES if I use CDXAI?
No. Shop floor control, work order execution, labor and material posting, downtime tracking, SPC, and OEE run inside CDXAI against the same records as scheduling and costing. The usual reason to buy a separate MES is that the ERP has no real production execution layer — that gap is what forces the integration, the nightly sync, and the reconciliation. Here the work order that the scheduler released is the same record the operator reports against and the same record that posts to costing.
Does CDXAI meet FSMA 204 traceability requirements?
Yes. CDXAI captures the Critical Tracking Events and Key Data Elements the FDA requires — on receiving, shipping, and transformation — inside the same transaction that runs the business, not in a bolt-on module. Forward and backward lot traces run in seconds, and you can answer a 24-hour FDA information request with one export. Mock-recall drills are built in.
How does CDXAI handle allergen segregation across FDA Big 9 and EU 14?
CDXAI enforces allergen rules against both the FDA Big 9 and the EU 14 lists, so distributors shipping across jurisdictions use one system. An 8-category storage matrix flags incompatible allergen placements at putaway, blocks unsafe slotting, and carries allergen data on the lot through picking and shipping. Multi-jurisdiction config covers the US, Canada, Mexico, and the EU framework.
Can CDXAI run 3PL billing and multi-tenant client portals?
Yes. CDXAI supports third-party logistics operations with per-client inventory isolation, activity-based billing (storage, handling, accessorials), and client-facing portals — all tenant-isolated so each customer sees only their own data. The same warehouse, order, and compliance tools that run your own distribution also run your 3PL clients, with billing accruals posting straight to accounting.
What is Gracie?
Gracie is CDXAI's built-in AI operations partner. She reads live data from every module, so you can ask questions in plain English — such as why your fill rate is down — and get a real answer, not a canned reply. Gracie also works proactively, flagging expiring lots, unusual shrink, and fill-rate drops before your team notices them.
What industries does CDXAI support?
Three today, on both the production and distribution side. Food and beverage is the deepest — FSMA 204, cold chain, catch weight, allergen segregation, recipe management, and further-processing yield are built into the core. Industrial, building products, and MRO operators run the same platform with serial and heat-number tracking through fabrication, kitting, will-call, and contractor pricing. Chemical, ag, and plastics operators get blending and repack work orders, SDS version control, DOT hazmat classification, batch genealogy, and container-level tracking. The underlying platform — production, inventory, orders, warehouse, dispatch, accounting — is the same in all three.
We both manufacture and distribute. Does that mean two systems?
No, and that combination is what CDXAI was built for. The reason most operators end up with two systems is that manufacturing software treats distribution as an afterthought and distribution software treats production as an integration. In CDXAI a work order consumes from the same inventory the warehouse picks from, finished goods release directly against the orders waiting on them, and lot genealogy carries through the transformation without a handoff. Costing, compliance, and traceability see the whole chain because there is only one chain.
My industry isn't on the list. Can CDXAI still work?
Possibly, and we will tell you straight. The core platform is industry-neutral: if you make or hold inventory, track lots or serials, fulfill orders, run a plant or a warehouse, and answer to somebody's compliance requirements, the foundation fits. What varies is how much configuration it takes and whether we have built your specific regulatory module yet. Tell us what you run and we will give you an honest read — including "not yet" if that is the answer.
Let's talk

Ready to run your business
instead of your software?

Schedule a conversation with our team. We'll walk through your current setup and show you exactly how CDXAI would fit — no pressure, no generic demo.

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