Embed Production Analytics Into Your Manufacturing Platform

White-label dashboards for MES, ERP, and industrial IoT platforms. Connect shop floor data, quality metrics, and supply chain systems in real time.

Trusted by companies across industries

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How It Works

Embed manufacturing analytics in three steps

Go from production databases to white-labeled, embedded dashboards without building a data pipeline or a custom frontend.

1

Connect to production systems

Plug into MES databases, ERP systems (SAP, Oracle), IoT sensor platforms, quality management databases, and 30+ other sources. Knowi queries your data directly, no ETL or warehouse required.

2

Build branded dashboards

Design interactive dashboards for OEE, yield, cycle time, and defect tracking under your brand. Customize logos, colors, and domain. Your end users see your product, not Knowi.

3

Embed into your platform

Deploy dashboards via iframe, JavaScript SDK, or REST API. Authenticate users with SSO (SAML, OAuth, JWT). Per-facility data isolation ensures each plant sees only their own production data.

Capabilities

What can you do with manufacturing analytics on Knowi?

Connect to production systems, monitor quality in real time, and give plant managers self-service access to operational data.

White-label for your platform

Brand every dashboard as your own. Customize logos, colors, fonts, and domain. Your customers interact with your product, not a third-party analytics tool.

Multi-tenant per-facility security

Row-level security ensures each plant, facility, or client tenant sees only their own production data. Deploy one dashboard, serve every location with isolated access.

Real-time IoT data ingestion

Stream sensor data from MQTT brokers, OPC-UA servers, and time-series databases. Knowi handles high-frequency ingestion from shop floor devices without flattening or pre-processing.

Cross-source joins

Blend MES, ERP, and quality management data in a single query at read time. No data warehouse, no staging tables, no ETL jobs. One dashboard widget can pull from multiple sources.

Anomaly detection for quality

Set threshold-based alerts that fire when defect rates spike, OEE drops below target, or cycle times drift. Knowi's AI layer surfaces anomalies before they become production incidents.

Agentic self-service for plant managers

Plant managers don’t wait on reports. They ask and it gets done. "Show defect rates by shift this week" → data is pulled, analyzed, and visualized instantly. No SQL. No IT. Just outcomes.

Now with AI Agents

Your customers ask.
Agents answer from their production data.

Knowi's AI agents run inside your infrastructure - connected directly to your MES, ERP, and IoT data sources. Plant managers get instant answers without SQL, tickets, or training.

Natural language on shop floor data

Plant managers ask "what was OEE by line this shift?" and get instant visual answers from live MES and sensor data. No SQL, no BI training, no IT request.

Private AI - production data stays on-prem

Knowi has run its own AI for over 1.5 years. Not a wrapper around OpenAI. Your sensor data, quality records, and operational metrics never leave your environment.

Embedded agents inside your platform

Ship AI-powered analytics inside your MES or IIoT product. Your customers get natural language access to their facility data under your brand, with per-tenant isolation enforced automatically.

Anomaly detection on production metrics

Agents monitor OEE, defect rates, cycle times, and yield continuously. Alerts fire to Slack or email when something drifts - before it becomes a production incident.

Agents inside the data layer

Knowi agents don't sit on top of your data. They live inside the query engine, understanding your MES schemas, IoT field types, and ERP relationships. One call, accurate results.

One prompt. Full operational workflow.

Agents query live data, compute metrics, visualize trends, and deliver reports to dashboards or email. One instruction covers the entire analytics workflow — no manual steps.

Private AI — data stays on-prem
MES, ERP, and IoT native connections
Live in days, not quarters
MCP layer available
See it in action

Dashboard Examples

See manufacturing analytics in action

Real dashboard patterns used by manufacturing teams running on Knowi.

Production

OEE Command Center

Track availability, performance, and quality scores in real time across every production line. Drill down by shift, machine, or product to pinpoint losses and improve throughput.

Try it free
Quality

Quality Analytics Dashboard

Monitor defect rates, SPC control charts, and root cause analysis in one view. Set alerts for out-of-spec conditions and track corrective actions from detection to resolution.

Try it free
Supply Chain

Supply Chain Visibility Portal

Track inventory levels, lead times, and supplier performance across your network. Identify bottlenecks, late shipments, and at-risk materials before they impact production schedules.

Try it free

Why Knowi

What other tools can’t do

Most analytics tools require a warehouse and overnight batch jobs. Knowi connects directly to your production systems and delivers real-time manufacturing intelligence out of the box.

No warehouse required

Most BI tools require you to consolidate everything into Snowflake or BigQuery first. Knowi connects directly to your MES and ERP databases and joins across them on the fly.

Skip the 12-month warehouse project. Start analyzing now.

Real-time on production data

No overnight batch jobs. Knowi queries your production databases and IoT streams on configurable refresh intervals so dashboards reflect what is happening on the shop floor right now.

Decisions based on current data, not yesterday's numbers.

Native NoSQL for IoT

Query MongoDB, Cassandra, InfluxDB, and other time-series databases natively without flattening nested sensor data into rows and columns. Knowi handles complex, hierarchical IoT payloads as-is.

Your sensor data keeps its structure. No schema gymnastics.

Ship analytics in days

Embed production dashboards into your platform in days, not months. Knowi provides iframe embedding, JavaScript SDK, and REST API with SSO and row-level security built in.

Go live this sprint, not next quarter.

Data Connectivity

Connect to everything. Join across anything.

No warehouse required. Knowi connects directly to your production databases, IoT platforms, and industrial APIs.

Additional Databases
InfluxDBCassandraElasticsearchTimescaleDB
APIs & Files
REST APIsOPC-UAMQTTJSONCSV

Cross-source joins, no ETL required

Blend shop floor sensor data with ERP records and quality management systems in one query. A single dashboard widget can pull from multiple production sources without staging data in a warehouse.

Customer Success

See how manufacturers use Knowi

Real manufacturing and industrial technology organizations running on Knowi today.

Electronics Manufacturing

MacroFab's journey towards BI transformation with Knowi

MacroFab, a Houston-based electronics manufacturing platform, chose Knowi to transform their business intelligence capabilities. Knowi replaced their legacy tooling and gave engineering, operations, and finance teams a unified analytics layer across production data.

BI transformationManufacturing analyticsCross-team visibility
Full BI transformation for electronics manufacturing operations.
Read the full story
Medical Devices

How Nova Biomedical analyzes QA data across hospital devices

Nova Biomedical manufactures lab diagnostic devices for hospitals worldwide. They use Knowi with MongoDB to analyze quality assurance data across their device fleet, tracking performance metrics, failure patterns, and compliance indicators at scale.

MongoDBQA analyticsMedical devicesCompliance
QA analytics across hospital diagnostic devices for a $350M medical manufacturer.

Frequently Asked Questions

Answers to common questions about embedded analytics for manufacturing

How do I embed production analytics into a manufacturing platform?
Embed production analytics into your MES, ERP, or industrial platform using iframe or API embedding with full white-label support. Knowi provides SSO integration and per-facility tenant isolation so each plant or production line sees only its own data. The embedded dashboards inherit your platform's branding, making them look like a native feature rather than a third-party tool.
Can embedded analytics connect to MES and ERP systems directly?
Yes, embedded analytics can connect directly to the databases behind MES and ERP systems without requiring a separate ETL pipeline. Knowi has native connectors for SQL Server, Oracle, and PostgreSQL, which are the most common backends for manufacturing execution and enterprise resource planning systems. Queries run against the source databases at read time, so dashboards reflect current production data without waiting for batch exports or warehouse loads.
What is the best embedded BI tool for industrial IoT data?
The best embedded BI tool for industrial IoT needs native support for time-series databases (InfluxDB, TimescaleDB) and NoSQL stores (MongoDB, Cassandra) alongside relational data. Knowi handles all three database types and can join IoT sensor data with relational MES or ERP records in a single query. This eliminates the need to consolidate everything into one warehouse before you can analyze it, which is a common bottleneck for manufacturers with mixed data architectures.
How do I build an embedded OEE dashboard for manufacturing?
Build an embedded OEE dashboard by connecting directly to your MES for availability, performance, and quality data, then calculating Overall Equipment Effectiveness in real time. Knowi supports live queries against production databases, so OEE scores update as new data arrives rather than relying on end-of-shift batch reports. Embed the finished dashboard into your manufacturing platform via iframe, and use row-level security to scope each view to a specific line or facility.
Can each factory or facility only see their own production data?
Multi-tenant row-level security filters production data per facility at query time, ensuring each factory sees only its own records. SSO tokens passed during authentication determine which plant's data each user can access, and the filtering happens before results are returned. This means a single deployment can serve dozens of facilities without any risk of cross-facility data exposure.
How do embedded analytics handle real-time sensor and IoT data?
Embedded analytics handle real-time sensor data through direct connections to time-series databases like InfluxDB and TimescaleDB, as well as NoSQL stores like MongoDB and Cassandra. Knowi runs live queries against these sources without requiring batch ETL, so dashboards update as new sensor readings arrive. Built-in anomaly detection alerts can trigger notifications when sensor values breach defined thresholds, enabling immediate response to equipment faults or process deviations.
Do I need a data warehouse to embed manufacturing analytics?
No, a data warehouse is not required. Cross-source joins let you query MES, ERP, and IoT databases directly at read time and combine the results in a single dashboard widget. Knowi eliminates the need for a warehouse, an ETL pipeline, or staging tables, which removes months of data engineering work and keeps your analytics layer closer to your live production data.
How fast can I ship embedded dashboards for plant managers?
Most teams ship embedded dashboards in days to weeks, not months. A basic iframe embed can go live the same day once your data source is connected and a dashboard is built. Full white-label deployment with SSO authentication and per-facility row-level security typically takes one to two weeks, depending on how many data sources and user roles are involved.
How do I embed analytics into a manufacturing platform?
Knowi provides iframe embedding, a JavaScript SDK, and a REST API for embedding analytics into any manufacturing platform. Connect to your MES, ERP, or IoT data sources, build dashboards, then embed them into your product with SSO authentication and row-level security. Each facility or client tenant sees only their own data.
Can I connect to MES and ERP systems directly?
Yes. Knowi connects natively to SQL Server, Oracle, PostgreSQL, MySQL, MongoDB, and other databases commonly used by MES and ERP systems like SAP, Oracle EBS, and Epicor. You can also connect via REST APIs for cloud-based manufacturing platforms. No ETL pipeline or data warehouse is required.
How does Knowi handle real-time IoT sensor data?
Knowi connects to time-series databases (InfluxDB, TimescaleDB), document stores (MongoDB, Cassandra), and industrial protocols via REST API connectors for OPC-UA and MQTT broker data. Sensor payloads are queried natively without flattening nested structures. Dashboards refresh on configurable intervals for near-real-time shop floor visibility.
Can each facility only see their own production data?
Yes. Knowi's row-level security and multi-tenant architecture ensure each plant, facility, or client tenant sees only their authorized data. You build one dashboard and deploy it across every location. Permissions are enforced at the query level, so data isolation is not dependent on frontend filtering.
Do I need a data warehouse for manufacturing analytics?
No. Knowi queries your MES, ERP, and IoT databases directly and joins data across sources at read time. You do not need to build a Snowflake or BigQuery warehouse before creating dashboards. This eliminates months of data engineering work and lets you start analyzing production data immediately.
How fast can I ship embedded production dashboards?
Most teams ship their first embedded manufacturing dashboard within days, not months. Knowi provides pre-built connectors, a drag-and-drop dashboard builder, and embedding APIs with SSO and row-level security built in. There is no custom frontend development required.
Can plant managers explore data without SQL?
Yes. Knowi's natural language interface lets plant managers, quality engineers, and operations leads type questions like "show me defect rates by shift this week" and get instant visual results. No SQL knowledge is required. This reduces the backlog on data teams and gives front-line staff faster access to production metrics.
How does Knowi compare to building manufacturing dashboards in-house?
Building custom manufacturing dashboards in-house typically takes 6 to 12 months and requires a dedicated frontend and data engineering team. Knowi provides the full stack out of the box: data connectors, cross-source joins, a dashboard builder, white-label embedding, SSO, and row-level security. Most teams go from first connection to embedded dashboard in under two weeks.
What data sources does Knowi support for manufacturing?
Knowi supports 30+ data sources including SQL Server, Oracle, PostgreSQL, MySQL, MongoDB, Snowflake, InfluxDB, Cassandra, Elasticsearch, TimescaleDB, REST APIs, JSON, and CSV files. You can also connect to industrial data via OPC-UA and MQTT through Knowi's REST API connector. Cross-source joins let you blend data from any combination of these sources in a single query.

See embedded manufacturing analytics with your own data

Connect your MES database or send us sample production data. We'll build a working dashboard in your first call.