Analyze OEE data to identify bottlenecks and optimize production schedules.
Manage NCRs and CAPAs, guide inspections, and ensure full audit traceability.
Manage NCRs and CAPAs, guide inspections, and ensure full audit traceability.
Improve equipment uptime and line throughput with AI-guided operational actions.
Accelerate troubleshooting with instant access to relevant SOPs and system logs.
Support root-cause analysis and guide inspections to reduce costly scrap and rework.
Proactively detect supply chain risks and execute pre-approved mitigation playbooks.
Securely access production, inventory, and maintenance data from core systems.
Grounds responses in your SOPs and specs to eliminate hallucinations.
Define granular permissions by plant, production line, user role, and data type.
Automate tasks by creating tickets, triggering checklists, or sending escalations.
Provides detailed logs, performance evaluations, and compliance-ready reports.
Plant Data Integration
Manual upload
Limited API access
Native MES/ERP connectors
Role-Based Access
No granular control
Basic user roles
Plant, line, user roles
SOP Grounding
Relies on public data
File-based RAG
Real-time document sync
Workflow Execution
Answers only
Requires custom code
Automated agent actions
Quality Traceability
No audit trail
Limited logging
Full action audit logs
Deployment Controls
Public cloud only
SaaS only
Private cloud or on-prem
No separation
No separation
Siloed instances
Unified multi-plant view
Predictive Maintenance
No sensor data
Lacks integrations
Connects to SCADA/IIoT
Deployment Model
Public Cloud SaaS
Self-hosted, complex
Private VPC / On-Premise
Data Privacy
Vendor dependent
Relies on user config
Total data isolation
Execution Engine
Non-deterministic
Often unpredictable
Fully deterministic
Governance
Limited to none
Requires 3rd party tools
Native, built-in
Audit Logs
Basic usage logs
Manual setup
Immutable, automatic
Security Posture
Shared tenant model
Depends on environment
Zero-trust architecture
Not available
Not available
Requires custom code
Automated and native
Model Control
Locked to one API
Community supported
Fully model-agnostic
Designed for real workflows: shifts, lines, and quality checks.
Built with security, policy approvals, and full auditability from day one.
Focused on measurable outcomes like improved OEE, reduced downtime, and lower scrap.
Enables standardized, multi-site rollouts with centralized management.
Automotive Components Mfg
Data Exfiltration Incidents
Select high-impact plant workflows and define the target KPIs for success.
Integrate with MES, ERP, and other data sources with granular permissions.
Launch agents grounded in your SOPs and configured with role-based access.
Track KPI improvements and scale proven solutions across multiple plants.
Get a custom architecture review and pilot plan in 48 hours.