AI-Driven Knowledge Management
for Industrial Engineering
ContextClue using AI transforms CAD files, ERP data, and planning exports into structured, queryable knowledge graphs — powering smarter spare parts planning, system navigation, maintenance, and digital twin operations.
ContextClue is developed by Addepto — a top AI company trusted by
Contribute To The AI Community
ContextClue Open Source Projects
Production-tested frameworks for knowledge extraction and AI evaluation, developed through real-world deployments and shared with developers worldwide.
ContextClue Graph Builder
Open-source toolkit to extract structured knowledge graphs from documents and tables — power analytics, digital twins, and AI-driven assistants.
ContextCheck
MIT-licensed Framework for LLMs, RAGs, Chatbots testing. Configurable via YAML and integrable into CI pipelines for automated testing.
Challenges We Solve
?Engineering Teams Waste Hours Searching, Syncing, and Rebuilding What Already Exists
Can’t find the right specification across thousands of files
Duplicate components across mechanical/electrical planning
Missing context between planning, design, and maintenance
No visibility into installed part usage across the plant
Documentation is outdated, hard to search, or siloed
Critical insights aren’t documented or shared
The Solution
Modular, Composable, Built for Your Workflow
?With three powerful engines, we break down silos and make technical knowledge easy to access and use, so your team can build, fix, and innovate without the guesswork.
Ingest Module
Retrive Module
Generate Module
INGEST & NORMALIZE MODULE
Capture and connect engineering knowledge from across systems
Automatically extract and classify information from CAD files, PDFs, Excel sheets, and planning exports. ContextClue understands part names, system components, spatial relationships, and technical metadata — mapping and linking data across formats and sources to create a unified, AI-ready foundation.
- Enables downstream retrieval, search, and documentation.
- Automatically links spare parts, drawings, and planning files.
RETRIEVE & SEARCH MODULE
Search and explore engineering knowledge — the way engineers think
Once your data is mapped, you can search it semantically by part, behavior, location, or function. Retrieve supports chat-based queries, visual graph navigation, system tree views, or traditional keyword search. ContextClue enables your teams to quickly locate specifications, parts, and system structures across PLM, CAD, ERP, and file systems.
- Supports natural language, metadata, and structural queries.
- Turns hours of searching into seconds of finding.
RETRIEVE & SEARCH MODULE
Search and explore engineering knowledge — the way engineers think
Once your data is mapped, you can search it semantically by part, behavior, location, or function. Retrieve supports chat-based queries, visual graph navigation, system tree views, or traditional keyword search. ContextClue enables your teams to quickly locate specifications, parts, and system structures across PLM, CAD, ERP, and file systems.
- Supports natural language, metadata, and structural queries.
- Turns hours of searching into seconds of finding.
GENERATE & VISUALIZE MODULE
Turn complex knowledge into reports, digital twin data, and structured outputs
ContextClue transforms your engineering knowledge into structured, machine-readable formats. Generate Module automatically creates SOPs, compliance reports, part-location graphs, and digital twin data models, delivering the exact output format your tools and teams need.
- Outputs for human readers (PDF, doc) and digital twin systems (JSON, graph, coordinate maps).
- ?Ideal for maintenance, planning, audits, or system visualization.
Purpose-Built for Manufacturing, R&D, and?Maintenance
Digital Twin Navigation
Link documents and objects to 3D models and Omniverse views.
System Intelligence for Planners
Explore the plant’s structure, versioned history, and linked documents.
Maintenance Support
Quickly trace failures and access linked documents from equipment views.
Choose Your Deployment Path
All-in-one or Modular
All-in-one Product
All-in-one product is ideal for organizations seeking comprehensive process improvements. It excels in standardizing workflows and supporting holistic knowledge management, making it a strong choice for end-to-end operational enhancement.
Modular Platform
The modular deployment is ideal for teams aiming to solve specific knowledge bottlenecks or enhance existing systems without disruption. It’s perfect for organizations that want to validate value before scaling and need flexible AI solutions that grow with their needs.
Bring Structure and Intelligence to Your Engineering Knowledge
?From R&D to the shop floor, ContextClue helps your team find, reuse, and act on technical knowledge faster.
Built to solve real-world problems in complex environments
Predictive Maintenance 2.0: How Generative AI is Revolutionizing Manufacturing Efficiency
Mastering Standard Operating Procedures: What Is an SOP and Why It Matters
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Open-Source
Check out our project on Github ?