Process Optimization

In Development

Intelligent automation workflows that adapt to your production needs. We're building the foundation with machine management and data collection capabilities.

Current Implementation

Machine Registry
Complete machine management system with protocol adapter support.
Machine CRUD operations
Location tracking
SIM adapter implementation
Status monitoring
Tag Management
Real-time data collection and tag management system.
Tag CRUD operations
Real-time value updates
Data type support (BOOL, INT, REAL, STRING)
Quality indicators

Available APIs

Machine Management
Register and manage industrial machines in your facility
# Register a new machine
curl -X POST https://sapienstream.com/api/machines \
  -H "Authorization: Bearer YOUR_JWT_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "name": "Production Line 1",
    "location": "Factory Floor A",
    "description": "Main production conveyor system",
    "adapter_type": "SIM"
  }'

# Get machine status
curl https://sapienstream.com/api/machines/{machine_id} \
  -H "Authorization: Bearer YOUR_JWT_TOKEN"
Tag Operations
Collect and manage real-time data from your machines
# Create a new tag
curl -X POST https://sapienstream.com/api/machines/{machine_id}/tags \
  -H "Authorization: Bearer YOUR_JWT_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "name": "temperature_sensor_1",
    "data_type": "REAL",
    "is_writable": false,
    "description": "Main reactor temperature"
  }'

# Write tag value
curl -X POST https://sapienstream.com/api/machines/{machine_id}/tags/temperature_sensor_1/write \
  -H "Authorization: Bearer YOUR_JWT_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "value": 85.5,
    "quality": "GOOD"
  }'

Under Development

Workflow Automation Engine
Advanced process control and automation capabilities are in active development

Planned Features

  • • Visual workflow designer
  • • Process templates and patterns
  • • Conditional logic and triggers
  • • Multi-machine orchestration
  • • Production scheduling integration
  • • Quality control checkpoints
  • • Automatic recipe adjustments
  • • Performance optimization suggestions

Technical Architecture

The workflow engine will build on our existing foundation:

Event-driven architecture with PostgreSQL
FastAPI async framework for real-time processing
JSON-based workflow definitions

Future Vision

Advanced Process Control
Long-term roadmap for intelligent manufacturing optimization

Adaptive Controls

  • • Self-tuning PID controllers
  • • Machine learning optimization
  • • Predictive maintenance triggers
  • • Energy efficiency algorithms
  • • Quality prediction models

Integration Capabilities

  • • ERP system synchronization
  • • MES workflow integration
  • • Supply chain optimization
  • • Digital twin connectivity
  • • Industry 4.0 standards compliance

Get Started Today

Start optimizing your processes with our current capabilities while we build the advanced features.

Register your machines and start collecting data
Set up real-time monitoring dashboards
Establish data quality baselines