AI-Driven Intelligent Manufacturing Process Optimization Solution (Manufacturing)

Multimodal AI for smart manufacturing: 50% faster fault response, 60% fewer trial cuts, 40% less programming labor
Forbes AI 50 Company
Fortune China Tech 50 Company
IDC MarketScape: Generative AI Data Infrastructure — Leader position (ranked #1 among non-cloud vendors)
Deepexi Enterprise LLM achieves CAICT Model Capability Conformance Level 4+
FastAGI Agentic Platform certified by CAICT Intelligent Agent Platform Assessment
Member Enterprise of Hong Kong Software Industry Association
1-on-1 Consultation
Summary
Built on the FastData Foil data fusion platform and Deepexi Enterprise LLM, this solution integrates multimodal manufacturing data to deliver a high-accuracy, zero-hallucination AI system for smart manufacturing. Four core capabilities are covered: AI-powered customer service for equipment manuals and process Q&A; operation guidance and fault diagnosis with real-time device data analysis; process parameter optimization recommending optimal settings from historical records; and intelligent NC programming that auto-generates machining code from drawings or geometric descriptions. Proven outcomes: fault response time reduced by 50%+, unplanned downtime down 30%, trial cuts reduced 60%, programming labor input decreased by 40%, and new material process calibration cycles significantly shortened.

Highlights

Intelligent fault diagnosis reduces average response time by 50%+ and cuts unplanned downtime by 30%
Process parameter optimization returns optimal cutting parameters in seconds, with yield rate references from similar production jobs
Intelligent NC programming reduces trial cuts by 60% and programming labor input by 40%
Multimodal enterprise knowledge base integrating 1,000+ documents (manuals, work orders, process standards) with natural language Q&A
Zero-hallucination, high-accuracy output via fine-tuned Deepexi enterprise model ensuring precise and compliant AI responses in manufacturing contexts
Private on-premises deployment keeps all data within the factory, meeting manufacturing industry data security and compliance requirements



Service Packages and Offerings

Quotation on Demand

Enterprise Custom Solution
Tailored by enterprise scale and business needs, covering the full cycle from data governance and model deployment to intelligent application delivery

Service Packages and Offerings
  • FastData Foil data fusion platform deployment and configuration
  • Multimodal enterprise knowledge base setup (document parsing and vectorized storage)
  • Deepexi enterprise-specific LLM training and fine-tuning
  • Smart customer service + fault diagnosis AI module integration (CNC / MES / CAM terminals)
  • Process parameter optimization model training and deployment
  • Intelligent NC programming module development and delivery
  • Go-live training and O&M support (3 months)
  • Solution effectiveness assessment report
Learn more
Service packages and offerings are subject to dedicated terms and conditions, please contact the service providers directly for further details

Details

[Core Functions]

  1. AI customer service and expert Q&A: A vector knowledge base built from 1,000+ enterprise documents enables engineers to query equipment manuals and process parameters in natural language, receiving accurate answers in seconds
  2. Intelligent fault diagnosis: Automatically analyzes equipment logs and historical fault patterns to push root cause analysis and step-by-step remediation guides; integrates with maintenance work order systems to auto-generate tasks — fault response time reduced 50%+, unplanned downtime down 30%
  3. Process parameter optimization: Combines historical process data and real-time device status to recommend optimal machining parameters (power, speed, gas pressure) for new materials and conditions, with yield rate benchmarks from similar jobs
  4. Intelligent NC programming: Engineers upload drawings or describe geometric features; AI auto-generates compliant, efficient machining programs — trial cuts reduced 60%, programming labor down 40%

[Technology Architecture]

  • Data layer: FastData Foil data fusion platform for unified multimodal data governance (structured, semi-structured, unstructured)
  • LLM platform: Deepexi Enterprise LLM Platform — high accuracy, zero hallucination, private on-premises deployment supported
  • Model stack: Deepexi LLM + Embedding + Rerank + OCR + table parsing
  • Agent framework: FastAGI platform, multi-terminal support (CNC / MES mini-program / WeChat Official Account)
  • Compute: Ascend 910B NPU deployed in client data center

[Application Scenarios]

Suited for high-end equipment manufacturing (laser cutting, CNC machining), serving laser cutting machine and CNC equipment manufacturers seeking to accelerate process calibration, reduce maintenance costs, and systematically scale experienced engineers' expertise across production lines.

[Applicable Government Department]

Electrical and Mechanical Services Department (EMSD)


Customer Cases

CASE
1
A globally leading smart manufacturing equipment solution provider
A globally leading smart manufacturing equipment solution provider engaged in R&D, production, and sales of high-end CNC equipment, with vertical integration from core components to complete machines. Use case: On a laser cutting production line, engineers previously relied on experienced senior technicians or hundreds of pages of equipment manuals to determine optimal cutting parameters for new alloy materials — a slow, costly trial-and-error process. After deploying this solution, engineers query the system in natural language and receive precise parameter combinations with yield rate references within seconds. Quantified outcomes: Average fault response time reduced by 50%+ Unplanned downtime decreased by 30% Trial cuts for NC programming reduced by 60% NC programming labor input down 40% New material process calibration cycles significantly shortened; material scrap rate notably reduced

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