Industries · Manufacturing
From Sensor Signal to Governed Action.
Operational data is abundant and structural knowledge is fragmented across assets, bills of material and incident history — the case for a knowledge graph beneath the agents.
Constraints
Designing the Fleet of Agents
Each of these are the deciding factors of architecture built for industrial use cases. Empower manufacturing industries to deliver agile, secure, and scalable solutions with digital transformation in the strategic framework.
Our Roadmap
Use case → agent → data → architecture → product → outcome.
This is our unique approach where building and training agents meant for the business purpose and use case, delivering the right outcomes your business needs.
| USE CASE | AGENT | DATA | ARCHITECTURE | PRODUCT | OUTCOME |
|---|---|---|---|---|---|
| Maintenance intelligence | Reliability agent correlating sensor and history | Sensors, asset records, work orders | Knowledge graph + Model + Agent | dZtrace | Unplanned downtime |
| Quality investigation | Root-cause agent across process and supplier data | Process data, BOM, supplier records | GraphRAG + Analysis agent | — | Time to root cause |
| Technician assistance | Retrieval agent over manuals and past work | Manuals, work orders, schematics | Multimodal RAG | — | First-time fix rate |
| Supply exceptions | Procurement agent resolving PO exceptions | ERP, supplier communications | MCP + Agent + Approval | — | Exception resolution time |
Choose your starting point
Where Are You Today?
Enterprise AI conversations stall when the entry point is wrong. Pick the sentence that matches your situation.
We have an idea.
→ AI STRATEGY
We have a POC.
→ AI PRODUCTIONIZATION
We have an AI application.
→ LLMOPS / AGENTOPS
We need autonomous workflows.
→ AGENTIC AI
Our AI is too expensive.
→ AI FINOPS
Our AI can't reach enterprise knowledge.
→ RAG & KNOWLEDGE
We can't send data to public AI.
→ SOVEREIGN AI
We need to run AI securely.
→ AI SECURITY
AI is a Strategic Lever to Rely on for Accelerated Transformation
Assisted by AI agents, driven with accurate insights, we are delivering innovation at speed.
30 MINUTES WITH AN ARCHITECT · BRING YOUR HARDEST CONSTRAINT