Manufacturing-Specific LLM Development & Deployment
A language model that understands process documents, work instructions and equipment manuals
Develop and deploy a manufacturing-specific LLM — trained on the domain terminology, regulations and process knowledge that general-purpose models miss — in step with government R&D and pilot programs. A RAG-based knowledge layer and on-premise deployment options make it safe for security-sensitive plants.
Who this is for
- Companies and institutions joining government R&D on manufacturing AI or industry-specific LLMs
- Plants that want work standards, equipment manuals and quality records available through search and Q&A
- Security-sensitive industries that cannot send data to external clouds and need an on-premise LLM
- Companies bringing an AI assistant into onboarding and expert-knowledge transfer
What Purple Delta provides
Domain data construction
Collect and refine process documents, work instructions and history into training and retrieval datasets.
Manufacturing-specific tuning
Tune open models on manufacturing terminology, regulations and process knowledge for domain accuracy.
RAG knowledge infrastructure
Vector-database retrieval augmented generation that grounds answers in the latest documents.
On-premise / private deployment
Kubernetes-based on-premise or private-cloud deployment with no data leaving your site.
Shop-floor assistant UX
Interfaces built for floor work: operator Q&A, document summaries, report drafting.
Evaluation & safety
EvalOps for accuracy, hallucination rate and latency, with source tracing for every answer.
How it works
- 01
Knowledge asset assessment
Assess usable document and data assets alongside security requirements.
- 02
Planning & application
Prepare the project plan covering model scope, metrics and deployment approach.
- 03
Development & tuning
Iterate on dataset construction, model tuning, RAG infrastructure and evaluation.
- 04
Deployment
Roll out to a pilot department, validate usability and accuracy, then expand.
Expected outcomes
Faster access to knowledge
Finding a procedure in hundreds of manual pages becomes a single question.
Expert knowledge transfer
Veteran know-how lives on in documents and the model, easing onboarding and transitions.
Safe AI adoption
On-premise deployment and source tracing satisfy security and reliability requirements.
Related products & technology
Other government programs
Eligibility, funding levels and schedules follow each year's official announcements from the responsible ministry and agency. We walk you through the current requirements and documents when you get in touch.
An LLM that learned your plant's language
From knowledge assessment to tuning, secure deployment and shop-floor rollout — as one team.