Real-World Applications

Solutions for Every
Industrial AI Challenge

From production floor assistants to customer-facing chatbots, see how manufacturers use our platform to solve real problems.

Applications in the Wild

How manufacturing companies are deploying intelligent agents today

Production Floor Assistant

Manufacturing

CNC machine operator assistant with real-time troubleshooting, procedure lookup, and sensor data analysis. Deployed at operator workstations for instant access.

The Challenge

Operators struggling with complex error codes and buried documentation during production runs. Downtime costs €1,000/hour.

The Solution

Ingestic processed 2,500 pages of manuals. Agent Compiler deployed Electron app to shop floor PCs with fieldbus integration for live sensor data.

The Impact

  • • 40% reduction in unplanned downtime
  • • 10x faster troubleshooting (5 min → 30 sec)
  • • Senior technicians freed for complex issues
Built with: Ingestic + Agent Compiler + Fieldbus Integration

Product Configuration Wizard

Sales Engineering

AI-powered configuration tool that validates technical specifications and generates accurate quotes based on product catalog and engineering rules.

The Challenge

Sales engineers spending hours validating configurations manually. Invalid specs causing production delays and rework.

The Solution

Ingestic ingested product catalog and compatibility rules. Agent deployed as web app integrated with ERP for real-time pricing.

The Impact

  • • 80% faster quote generation
  • • Zero invalid configurations shipped
  • • Sales team scaled 3x without hiring
Built with: Ingestic + Agent Compiler + ERP Integration

24/7 Technical Support Bot

Customer Service

Website chatbot trained on product documentation providing instant pre-sales support and technical answers. Escalates complex queries to human agents.

The Challenge

Customer inquiries arriving outside business hours. Support team overwhelmed with repetitive basic questions.

The Solution

Ingestic processed technical docs and FAQs. Agent Compiler deployed chatbot to website with cloud hosting for 24/7 availability.

The Impact

  • • 70% of inquiries resolved instantly
  • • 24/7 support without staffing costs
  • • Customer satisfaction +40%
Built with: Ingestic + Agent Compiler (Cloud Deployment)

Internal Knowledge Search

Knowledge Management

Company-wide documentation search for engineers and maintenance teams. Replaces SharePoint folders with AI-powered semantic search across all technical content.

The Challenge

New engineers taking months to onboard. Tribal knowledge disappearing as senior staff retire.

The Solution

Ingestic indexed 30+ years of documentation. Agent Compiler created desktop app deployed to all engineering workstations.

The Impact

  • • Onboarding time cut in half
  • • Maintenance procedures accessible instantly
  • • Historical knowledge preserved
Built with: Ingestic + Agent Compiler (Electron App)

Mobile Field Service App

Field Operations

Mobile troubleshooting assistant for field technicians with offline capability, camera-based spare parts identification, and step-by-step repair procedures.

The Challenge

Technicians arriving on-site without correct parts. Service calls taking multiple visits due to missing information.

The Solution

Ingestic processed service manuals. Agent with vision integration for parts identification. Deployed as mobile app with offline mode.

The Impact

  • • First-time-fix rate improved 60%
  • • Service calls 30% faster
  • • Customer satisfaction at all-time high
Built with: Ingestic + Agent Compiler + Vision Integration

Automated Quality Control

Quality Assurance

Vision-based defect detection and classification with real-time quality reporting. Integrated with production line cameras for automated inspection.

The Challenge

Manual visual inspection slow and inconsistent. Defects slipping through to customers causing recalls.

The Solution

Agent with vision language model analyzing camera feeds. Custom hardware for camera integration. Real-time alerts to operators.

The Impact

  • • 99.5% defect detection rate
  • • 100% inspection coverage (vs 10% sample)
  • • Zero customer recalls in 6 months
Built with: Agent Compiler + Vision Integration + Custom Hardware

Custom Hardware Portfolio

Hardware we've designed and manufactured for industrial AI deployments

Retrofit Interface Board

RS-232 to EtherCAT Gateway

DIN rail mount, 24V industrial, IP65 enclosure

Protocol Gateway

Modbus TCP Bridge

RPi CM4, dual GbE, optoisolated, PoE powered

Vision Processing Unit

Jetson Nano Vision Unit

GigE Vision, 30fps, CUDA inference

Edge AI Controller

RPi 4 I/O HAT

8x DI, 4x relay, RS-485, CAN bus

Industrial Touch Panel

Operator HMI Panel

10" touchscreen, IP65, VESA mount

Sensor Integration Module

Multi-Sensor Adapter

4-20mA, thermocouples, digital I/O

How It Works

From documentation to deployed agent in 4 steps

1

Ingest Documents

Process manuals, procedures, and specs with Ingestic

2

Build Agent

Configure capabilities and tools in Agent Compiler

3

Integrate Systems

Connect to machines, cameras, or ERPs

4

Deploy

Local, cloud, or hybrid—your choice

Ready to deploy AI in your operation?

Schedule a consultation to discuss which solution fits your manufacturing environment.