24/7 Manufacturing Observability
for Data KPIs Use Cases Processes

Qualdo-MIX catches sensor, MES, and quality data faults before they distort yield or trigger a bad production call.

[AI]ctivate Visibility — Free Trial
[AI]ctivate Visibility — Free Trial
Manufacturing Data Observability Dashboard

Agentic Monitoring for High-Loss Issues like Unplanned Downtime & Yield Loss

Why lose production and money when Qualdo-MIX can detect sensor, telemetry, and OEE issues before they affect the plant?

Production Processes

Track line output and throughput data before yield and OEE KPIs slip.

Quality Processes

Detect defect and inspection drift early to stop scrap and rework leakage in BI views.

Pipeline Reliability

Monitor freshness, schema, and completeness through every cloud pipeline run.

Domain KPIs

Watch yield, downtime, and quality KPIs before they escalate to leadership.

Unshakable Data Trust Across Tier-1 Manufacturers
Alkem Laboratories Logo
Royal Enfield Logo
HealthEdge Logo
Winedirect Logo
Disney Logo
Zee Entertainment Logo
McFadyen Digital Logo

Find Where Production, Maintenance & Work-Order Processes Are Breaking Down

Which lines, assets, or processes are driving downtime, scrap, delayed maintenance, or unreliable production KPIs?

Forecast Stability

Highlight shifting demand signals that mislead planning, scheduling, and capacity decisions.

Asset Data Cleanliness

Correct duplicate, incomplete, or outdated asset records impacting maintenance and reliability programs.

Yield Integrity

Spot inconsistencies in yield across line, cell, and plant systems before they shape operational decisions.

Inventory Accuracy

Catch unreliable material counts early so planners, lines, and warehouses operate on dependable stock signals.

Demand Sensing

Surface unexpected shifts in order inputs that quietly distort planning, scheduling, and procurement strategies.

Traceability Health

Flag broken or outdated genealogy records that dilute audit accuracy and weaken compliance actions.

Spec Consistency

Detect missing or unsynced product specs and drawings that disrupt production, quality, and engineering.

Work Order Reliability

Identify mismatched work order events across systems to keep scheduling, service, and cost reporting precise.

Award-winning Observability for Manufacturing Cloud Databases, DWHs, & Agentic AI

Analysts recognize Qualdo's leadership in shaping modern data observability and intelligence standards.

Gartner Logo

Backed by Gartner's Research Insights

Qualdo has earned a spot in the Gartner Market Guide for Data Observability Tools for three consecutive years: 2024, 2025, and 2026.

Everest Group Logo

Everest PEAK Matrix® Assessment | 2024 & 2025

Qualdo featured in the 2024 Everest PEAK Matrix® Assessment for Data Observability Technology Providers and was named a Star Performer in 2025.

Microsoft Partner Logo

Data Monitoring Solution of the Year 2024

Qualdo won Data Monitoring Solution of the Year 2024, a recognition of its leadership in the data monitoring space.

Retail point-of-sale system processing customer transactions and payment data
Campaign audience validity dashboard monitoring customer email data quality
18 %

Valid

Below 99% quality threshold
Mon Tue Wed Thu Fri Sat Sun Today

Detect Production Ramp-Up Failures Before New Product Introductions Go Off Track

Catch BOM, specification, quality, and material-data gaps before they create build errors, rework, and launch delays.

Connect Data Issues Across Plant Systems Before Production Failures Happen

Trace MES, sensor, ERP, quality, maintenance, and supplier-data issues together before they disrupt yield, schedules, or uptime.

Without Qualdo-MIX

Event:A production batch runs

Sale is logged
Inventory mismatch
Duplicate profiles
Wrong dashboard
With Qualdo Logo

Event:A production batch runs

Answers To Your Manufacturing Data

End-to-end support for confident adoption across modern manufacturing ecosystems to ensure reliable data, pipeline, and AI models.

Filter, export, and drilldown on the data quickly
Save, schedule, and automate reports to your inbox
Welcome back! How can I help?

I'm here to help tackle your tasks. Choose from the prompts below or tell me what you need!

Ask anything
Data
Pipeline
Incidents

Cost-effective AI Trained for Manufacturing-native Domains: Production Quality Maintenance Supply OEE

Trace breakpoints across metrics, pipelines, dashboards, and models in seconds, with AI that understands how plant systems truly behave.

Customer Shopping For Apparel In A Retail Clothing Store
Retail subject areas: customer, inventory and supply chain

Establish Trust using Agentic Qualdo-MIX. Tested on 100+ Manufacturing Use Cases

Let agentic Qualdo-MIX monitor plant data shifts in real time, so every sensor reading, quality result, and production signal stays trustworthy and execution-ready.

Enable Trusted Signals
Enable Trusted Signals

Manufacturing Reliability That Speaks for Itself

Yield & OEE Consistency (Line vs Plant)

Within 3 weeks, Qualdo-MIX flagged aggregation gaps that were causing line vs plant OEE differences. We reduced reporting disputes by 40% and stopped yield miscounts before they reached operations.

Head of Manufacturing Data Platforms, Global OEM
Sensor & Telemetry Accuracy

Qualdo-MIX showed us where machine telemetry was arriving late and where line-level counts were silently drifting. We cut unplanned downtime incidents by 18% and improved OEE without changing any control logic.

Director of Plant Systems Analytics, Industrial Manufacturer
BOM Completeness & Product Data Quality

We used Qualdo-MIX to monitor BOM completeness and attribute accuracy across systems. The result: fewer build errors, fewer reworks due to wrong specs, and far less firefighting during new product introductions.

VP, Manufacturing Operations, Automotive Supplier
Data Freshness Monitoring for "Real-Time" Operations

Our schedule depends on real-time signals. Qualdo-MIX helped us enforce freshness SLAs across MES, sensor, and ERP feeds. We reduced late-data incidents by 60% and stopped dashboards from lying during peak shifts.

Director of Data Engineering, Heavy Equipment Manufacturer
Demand Signal Drift Detection (Orders, Forecast, Capacity)

Qualdo-MIX detected drift in our demand signals when planning changes rolled out. Instead of weeks of mis-planning, we caught it in hours and avoided a costly capacity swing.

Lead Data Scientist, Electronics Manufacturer
Supplier Feed Validation & Trust

Bad supplier feeds used to break our production schedule silently. With Qualdo-MIX validation rules, we now block incomplete and inconsistent supplier updates before they hit the shop floor.

Head of Supplier Data Integrity, Contract Manufacturer
Warranty and Claims Reconciliation

Warranty mismatches across service, ERP, and finance systems were a constant headache. Qualdo-MIX helped us reconcile pipelines, cut manual investigations, and reduce claim exceptions by 35%.

Finance Transformation Lead, Appliance Manufacturer
Quality & Defect Signal Observability

We monitor quality features like inspection, tolerance, and defect events. Qualdo-MIX helped us enforce completeness and detect sudden feature shifts, which stabilized our quality models and reduced false rejects.

Head of Quality Analytics, Precision Manufacturer
Compliance Reporting Accuracy & Audit SLAs

Auditors care about accurate traceability and timely reporting. Qualdo-MIX caught missing records and late event streams early, helping us meet audit SLAs and reduce compliance disputes.

GM, Regulatory Analytics, Medical Device Manufacturer
Plant Operations Dashboards You Can Trust

Plant ops dashboards were only as good as the data arriving on time. Qualdo-MIX turned observability into a daily habit and gave us confidence in labor, scrap, and maintenance decisions.

VP, Plant Operations, Process Manufacturer
Asset 360 Consistency Across Systems

We finally have one asset view we can rely on. Qualdo-MIX flagged identity and event inconsistencies between MES and maintenance systems, improving reliability planning and reducing wasted maintenance spend.

Reliability & Maintenance Director, Chemicals Manufacturer
Incident Reduction & Faster RCA

Before Qualdo-MIX, every incident felt like guesswork. Now we see lineage, broken rules, freshness gaps, and blast radius in one place. We cut mean time to resolution by 45%.

Principal Data Engineer, Manufacturing Data Platform Team
Fashion Retail Store Displaying Apparel Merchandise And Product Collections
Integrations

A Unified Observability Center for Manufacturing
Operations Analytics Data & AI Teams

Built for how plant teams work, it gives every function a shared view of data health, root cause, and downstream impact without switching tools or losing context.

Cross-System Signal

Links production, quality, maintenance, and material signals to show where incidents start and spread.

AI Root-Cause Engine

Pinpoints the exact tables, joins, models, or rules behind a KPI change in seconds.

Business Impact Priority

Scores incidents by impact on yield, cost, uptime, or quality. This helps all operations teams act on what matters most first.

Shielded & Supported.

Your Data. Your Cloud. Your Security Standards.

We've got the highest standards of data security and confidentiality. Operating as an entirely privately managed application, you have both your data and Qualdo™ within your enterprise network—never leaving your control.

ISO Certification
ISO 27001 Information Security Management Certification
SOC 2 (Type II) Certification
AICPA SOC 2 Compliance Certification
Azure Data Factory
Amazon Redshift
MySQL
Databricks
Amazon Aurora
Amazon S3
MongoDB
Confluence
Bitbucket
Figma
Integrations

Your Data. Your Cloud. Your Security Standards. Integrations Included.

Qualdo runs entirely inside your enterprise network as a privately managed application. Your data and Qualdo never leave your control, and every integration and fix happens with full privacy.

We Built Data Reliability Before It Was a Trend

Detect. Diagnose. Dominate.

Get Started
Get Started
Creative ellipse background
Retail Data Observability Dashboard