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Semantic Distillation: A Brief Primer

The fact that business teams are drowning in disconnected data is getting to be a bit of a cliche. Adding a semantic layer to an enterprise data platform can bring order to chaos, allowing teams to collaborate effectively and leverage AI to unlock valuable insights.

Celebal Technologies Partners with Kobai
Celebal Technologies Partners with Kobai

to Launch Turnkey Knowledge Graph Solutions For Global
Enterprises on Databricks

cinematic Envision a real futuristic pharmaceutical laboratory with long tables where medical research is being held constructed from intricate knowle

Pharma & Medical Device

Accelerate Insight. Assure Compliance.

Kobai unifies your clinical, manufacturing, and regulatory data into one connected knowledge layer — giving Pharma and Medical Device organizations the context they need to innovate faster and meet global compliance demands with confidence.

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The Challenge

The journey from molecule to market is defined by data — yet most organizations are still working in silos. Clinical, quality, manufacturing, and regulatory teams operate in isolation, making it difficult to answer even basic questions:

  • What’s the full impact of this process deviation?
  • Which supplier or batch is connected to this CAPA?
  • How do we trace lineage from trial to therapy?

Kobai bridges these gaps by making your data understandable and trustworthy — across every function, system, and team.

The Kobai Difference

Context that Connects Science, Systems, and Decisions.

Kobai’s semantic platform transforms fragmented data into a unified knowledge model. Built on Databricks and powered by graph intelligence, it allows you to:

  • Accelerate discovery by linking R&D and trial data with results in real time.
  • Streamline validation by uniting quality, lab, and equipment data under one ontology.
  • Assure compliance with complete traceability and audit-ready lineage.
  • Empower AI responsibly through transparent, explainable insights grounded in your trusted knowledge graph.

How It Works

  1. Connect your data from LIMS, MES, ERP, and PLM systems.
  2. Model relationships and context using Kobai Precursor.
  3. Explore insights visually or through natural language.
  4. Generate transparent, AI-powered answers with Episteme.

No code. No lost context. No compliance risk.

Use Cases

Clinical Trial Oversight

Harmonize patient, CRO, and regulatory data to accelerate submissions.

Manufacturing Intelligence

Map deviations and yield trends directly to equipment, process, and suppliers

Regulatory Submissions

Automatically assemble traceable, compliant data packages.

Supplier Quality

Correlate audits, materials, and incidents to predict risk before it occurs.

Bring science, quality, and compliance together.

Explore the Platform Behind the Possibilities

Dive deeper into the technology that powers connected data, graph intelligence, and enterprise-scale insights. Discover how Kobai’s platform is transforming how industries turn knowledge into action.

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