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Built to connect manufacturing knowledge.

A contextual foundation for AI agents grounded in your production data, systems, signals, and internal expertise.

Connected Manufacturing Agents are designed to work across the data landscape of precision manufacturing so teams can ask questions in plain English and receive answers grounded in the actual operation.

Systems

Signals

Knowledge

Expertise

Outcomes

Connect across your manufacturing data landscape.

The platform connects to sources such as MES, QMS, ERP, SCADA, historians, CMMS, machine logs, quality records, batch records, internal documents, and additional connections built as needed.

MES

QMS

ERP

SCADA

Historians

CMMS

Documents

More

LOGO WHITE

Connected Manufacturing Agents

A living knowledge map of your operation.

Connected Manufacturing Agents builds and maintains a knowledge graph that links equipment, processes, data tables, and historical records. When a user asks a question, the system searches that map to find the most relevant information before responding.

Equipment

Process

Quality Records

Downtime Events

Tool Health

Documents

Batches

People / Roles

Agent Playbooks

Playbooks guide how each agent investigates.

Each agent follows a playbook: a set of guidelines that tells it what to look for, what data to consider, and what factors are likely causes for a given type of problem.

Playbooks can be customized manually or auto-customized based on database schemas, document libraries, and historical records.

1. Ingest & Understand

Collect context

Collect Context
Load Data
Normalize
Understand Scope

2. Analyze & Correlate

Correlate Signals

Detect Patterns

3. Identify & Explain

Evaluate Causes

Cause A ✓
Cause B
Cause C

Rank Likelihood

4. Recommend & Act

Recommend Actions

Action 1
Action 2
Action 3

Validate & Learn

Connected Manufacturing Agents

Scheduled monitoring and on-demand investigation.

Proactive monitoring and on-demand expertise. Two ways agents deliver clarity and speed so teams can act with confidence.

Scheduled agents

Most agents run automatically on a schedule, checking for issues at regular intervals. Thresholds and alert triggers can be configured.

On-demand RCA

Riley

Riley is activated through chat when a user brings a specific problem, incident, symptom, or time window to investigate.

Designed to support human judgment, not replace it.

Connected Manufacturing Agents surface information and identify likely causes while operators, engineers, and leaders remain in the loop for decisions. The system helps teams ask better questions and get to answers faster.

AI Insight

Agents analyze data, find patterns, and propose explanations.

Human Decision

People review, apply experience, and make the call.

Action & Outcome

Execute actions, learn from results, and improve.

Built for controlled manufacturing environments.

Human-in-the-loop

Role-aware access

Tenant isolation

Auditability

Guardrails

Data control