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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.

People discussing and working together on a graph ontology
Kobai Announces Listing on Databricks Marketplace

Continuous Integration has expanded over the course of my career. 

An inexpensive, quick and easy way to build beautiful responsive website pages without coding knowledge
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Context-Powered AI, for Complex Operations

Kobai connects data, context, and decisions—turning complex enterprise systems into reusable, AI-ready intelligence. Deployed fast. Scaled in the cloud.

WHAT SETS US APART

Business-Ready Modeling

Empower domain experts with a no-code interface that lets them build and evolve semantic models—without relying on engineers.

AI-Ready Data Layer
Contextualize your data with integrated semantics, lineage, and relationships—ready to feed BI tools, LLMs, and automation pipelines.
Industry Accelerators
Prebuilt ontologies and templates tailored for sectors like aerospace, energy, and manufacturing help you get value in weeks, not quarters.
Flexible Deployment
Run where you need to—Kobai works across cloud, hybrid, and on-prem environments, adapting to your enterprise architecture.
Built for Your Data Cloud
Native integration with Databricks, Snowflake, and Azure means Kobai runs where your data lives—no movement, no duplication, no lag.
No Bloat. No Barriers.
Adopt what you need, when you need it. Kobai makes it easy to scale value—not cost—with usage-based pricing that matches your growth.

When Complexity Meets Clarity—This Is What Happens

Disconnected systems. Siloed teams. High-stakes decisions. Our customers faced the same challenges—until they put context at the core of their operations. With Kobai, they’ve unlocked faster insights, smarter decisions, and real outcomes across supply chains, healthcare, energy, and beyond. Here's how clarity changes everything.

Connect What You Have. Deliver What You Need.

Kobai integrates across your legacy infrastructure, analytics tools, and modern data platforms—without refactoring or delay. Start generating insight in days, not months.

A Semantic Layer That Works Where You Do

Kobai creates a shared, reusable knowledge layer that connects siloed data across systems, teams, and platforms—without replacing what you already have. It runs natively on Databricks, integrates deeply with Snowflake and Azure, and overlays your architecture to bring meaning, consistency, and trust to every decision.

One layer. Multiple wins:

  • Reduce decision latency with business-ready context
  • Eliminate redundant data integration and rework
  • Build trust and lineage into every report
  • Accelerate AI and automation across your existing stack

Your teams stop duplicating effort. Insights become consistent. Compliance gets easier. And AI initiatives finally have trusted context to build on.

People collaborating on a semantic graph
Clarity Without Rebuild

Why Leading Teams Choose Kobai

Kobai blends no-code modeling, semantic context, and enterprise integrations—turning disconnected data into reusable intelligence without replacing your existing stack.
Dark Themed image of a macbook showing charts while  codeless queries come out into a knowledge graph that comes out from the screen like hologram
TOUCH
Code-less Querying
Code-less Querying

Business users can easily explore, ask questions, and filter data without needing SQL or SPARQL, using intuitive visual tools and semantic context.

A data network seamlessly blended with a knowledge graph glowing in motion  representing the fusion of AI and semantic layers
TOUCH
AI & ML Enablement
AI & ML Enablement

Use connected graph data to train, validate, and deploy models with rich, meaningful features.

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Integrations

Easily connect to platforms like Snowflake, Databricks, Azure, SAP, and more, with APIs to handle both structured and unstructured data.

Integrations

Easily connect to platforms like Snowflake, Databricks, Azure, SAP, and more, with APIs to handle both structured and unstructured data.

Explore even more capabilities built into Kobai’s platform — designed to accelerate outcomes and eliminate friction across your data lifecycle.
  • Build complex queries visually without writing code.

  • Generate insights faster using AI-assisted exploration.

  • Track ontology changes with built-in version control.

  • Design and govern knowledge graphs in real time.

  • Connect and join data across all your systems instantly.

  • Deploy anywhere — cloud, on-prem, or hybrid.

  • Push data directly into BI dashboards or ML pipelines.

  • Apply enterprise access rules down to the node level.

  • Collaborate across teams with synced modeling tools.

  • Detect and flag impactful changes automatically.

CONNECT WITH AN EXPERT

Learn how Kobai stacks up against traditional data platforms and graph technologies.