Skip to content
1*zn2FQFJ5Fq_MLIu9-zISzA-2-200x200
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
A dark atmospheric data mesh spanning across a stylized planetlike surface  representing a unified semantic layer Threads of light cyan teal violet connect floating data nodes labeled with abstract icons eg cloud AI warehouse gear Subtle constellatio-1

BUILD A SEMANTIC LAYER WITHOUT LIMITS

Graph flexibility. Cloud-scale compute. Codeless collaboration. Native AI.
Bridge the Gap Between Data and Decisions.

Built for Clarity. Ready for Complexity.

We know to maximize the value of your data, it needs to span your organization. The big challenges are cross-functional, and that means finding a way for your experts - all of them - to speak each others’ language and create a picture that goes from start to finish, and top to bottom. Kobai’s semantic layer can get you there, by making throwaway code, performance bottlenecks, and data silos things of the past.
kobai-built-transparent-screens
Unlock the Power of Contextualized Data

Kobai: Your Unified Semantic Data Platform

Kobai's platform seamlessly integrates graph-native architecture, ontology design, visual querying, and AI-powered context into a cohesive environment. This empowers organizations to transform fragmented data into interconnected knowledge, facilitating informed decision-making across all levels. No code required!

Logo Kobai
Episteme
Transparent GenerativeAI for Enterprise

For AI to work for enterprise, it needs to be trustable. Episteme lets users interact with AI questions and answers in terms of their knowledge model, confirming understanding, and providing transparency into how answers were derived.

question-mockup-right_
Precursor AI
Automate Knowledge Graph Construction

Precursor automatically connects source data to your knowledge model. Your expert users provide guidance while the machine does the plumbing and fills in gaps in the model.

question-left-
Saturn
The Only Lakehouse Scalable Graph

The only Knowledge Graph platform with the scalability and cost effectiveness of the modern Lakehouse architecture. Introduce the power of a Knowledge Graph to your architecture without creating yet another data silo. 

Tower
Visualize and Navigate Your Connected Enterprise

Tower offers a next-generation, no-code control interface to visualize your enterprise's interconnected data landscape. Through persona-driven interactive views, users can explore complex data relationships and derive meaningful insights.

_mockup-tower-left-
Kobai Studio
Visualize and Govern Your Data Semantics

Kobai Studio offers a no-code, collaborative environment where both technical and business users can define and manage enterprise ontologies. By visually modeling data relationships, organizations can ensure a shared understanding of data structures and meanings across all departments.

How’s this for a change?

Easy-to-Use, Scalable, and Seamless; Pick Three

Kobai combines no-code usability, AI-augmented reasoning, best-in-class performance, and seamless tech integrations into a single platform.

 

Key Features

Layers

Powerful Knowledge Consumption

This is where your business extracts value.  Kobai supports a wide range of data-driven applications including:

  • Interactive dashboards and BI tools.
  • Self-service exploration across teams.
  • Unique GraphAI providing explainable and transparent answers to any question.
  • Pose powerful “what if?” simulation questions, allowing the connectedness of your knowledge model to show you the impact of project changes or risk mitigation.

For more technical integrations with your ecosystem:

  • One-click API deployment for integration with custom applications, BI applications, etc.
  • Lakehouse-tier publishing. Data organized in Kobai is available in Databricks or Snowflake views, ready to be used - at scale - by your BI or ML workflows.
  • Python SDK for predictive analytics and AI workflow integration.

 

Collaborative and Inclusive Authoring

The centerpiece of the Kobai platform, the Semantic Layer gets your team of experts off the bench and into the game.  When the really powerful opportunities require collaboration across functions, business experts directly engaging with complex business models without dragging an engineer along for the ride makes all the difference:

  • A shared, contextual model across systems. Everyone on the same page, but with governed ownership of each domain.
  • Graph-based relationships and lineage tracking offer flexibility to capture real-world complexity not possible in traditional databases.
  • Low-code/no-code querying via natural terms. When the semantic layer uses the same words you use in staff meetings, opportunities for reuse jump off the page.
  • Integration of business rules and technical metadata into a complete data fabric spanning all aspects of your operation.
  • Manage your semantic model lifecycle easily, allowing the “network effect” of connected data to grow naturally and iteratively over time. No need to boil the ocean on day one.

 

Seamless Integration with your Existing Stack

Kobai sits seamlessly inside the modern cloud data environment, leveraging the strengths of adjacent tools while delivering best in class performance with its Lakehouse backend:

  • First and foremost, all Kobai compute runs on the cloud scalable lakehouse platform you may already be using, like Databricks or Snowflake.  Enjoy the efficiency, limitless scale, and separation of compute that this architecture provides.

  • Connect to any data source, including databases, time-series platforms, APIs, and cloud file stores.

  • When the data is already in your backend lakehouse, experience the performance of highly parallelized access without leaving your chosen platform.  (Databricks or Snowflake). 

  • Use flexible mapping to link semi-structured files into the structured graph, or via reference to AI knowledge retrieval (hybrid graph RAG). 

  • Govern access controls using Lakehouse data governance tools like Immuta or Unity Catalog, simplifying policy application across all data sources in your organization.

 

Generative AI That Works for Enterprise

Kobai provides unique capabilities where the combination of GenerativeAI and Graph technology makes AI work for your organization:

  • For any really important question, the answer must be explainable and verifiable. Kobai uses the semantic model created by your team to ground chat responses in YOUR reality. It also means the AI can visually show its work, making responses deterministic and repeatable.

  • Integrate standard models required for your industry without sacrificing your own view of the world. Our Precursor AI can help integrate complex models into a more useful whole.

  • Precursor can also help connect source data directly to your model, eliminating a lot of leg-work for your data engineers. As always, we provide visual tools to keep the user in the know about what the AI is doing, to confirm and guide.

  • We know you already have a busy AI team, so if you have your own workflows or chatbots, our Python SDK exposes all of our platform features for inclusion in your own creations.    

ASK AN EXPERT TODAY

Learn how to unleash Kobai's power to your enterprise.

WHAT MAKES KOBAI STAND OUT

Business-Ready Modeling

Natural language queries drive faster knowledge discovery by enabling non-technical experts to query your data platform.

AI-Ready Data Layer
Get more explainable and understandable AI outcomes by augmenting your data with semantic metadata. Context is key.
ALL ENCOMPASING
Integrate data from all aspects of your business, achieving a level of completeness that would strain a traditional data model.
INTEGRATED
Experience streamlined knowledge creation without bottlenecks slowing interaction between AI workflows and our cloud-scale graph.
REUSABLE
Make data curation investments easier to reuse by making them visible and easily understandable. Maximize the value of data products.
FLEXIBLE
Merge data initiatives into a more valuable whole. Graph relationships future-proof your data platform with more flexibility than a RDBMS.
From Insight to Action — Without the Overhead

Features

Kobai combines no-code usability, AI-augmented reasoning, and seamless tech integrations into a single platform.
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 explore, ask, and filter without SQL or SPARQL — thanks to semantic context and visual query builders.

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

Train, validate, and deploy models using meaning-rich features derived from connected graph data and lineage.

image-1
Integrations

Native connectors to Snowflake, Databricks, Azure, SAP, and more — plus APIs for ingesting structured and unstructured data.

Integrations

Native connectors to Snowflake, Databricks, Azure, SAP, and more — plus APIs for ingesting 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.

bg-office-meeting-table-unsplash
It seems to me that the natural world is the greatest source of excitement; the greatest source of visual beauty; the greatest source of intellectual interest. It is the greatest source of so much in life that makes life worth living.
David AttenboroughNatural Historian
Want to learn why they chose Kobai?

Real Impact. Proven Outcomes.

Explore our positioning, platform advantages, and customer success stories in depth on the Why Kobai page.  See how leading organizations use Kobai’s platform to accelerate decision-making, integrate data, and unlock AI-driven insights—across industries and at scale.

Seamless Connectivity Across Your Cloud Data Platform

Integrate Effortlessly with Your Existing Environment

In today's data-driven landscape, organizations rely on a multitude of tools and platforms to manage their operations. Kobai's platform is designed to integrate seamlessly with your existing data stack, ensuring that you can leverage your current investments while enhancing your data capabilities.

databricks_dark Databricks

Operationalize Semantics at Lakehouse Scale.  Run Kobai’s semantic models directly on Databricks compute, for governed, scalable analytics and AI-ready data.

 
snowflake_dark Snowflake Smarter insights from structured data.  Enhance Snowflake’s performance by layering semantic context for faster querying, smarter joins, and simplified governance.  
azure_dark MICROSOFT AZURE Semantic intelligence across your cloud stack.  Deploy Kobai natively on Azure to bring meaning, modeling, and AI-driven insights to your infrastructure.  
aws_dark Amazon AWS Real-time semantics on AWS.  Integrate with AWS-native services to enable low-latency semantic querying and data management at cloud scale.  
openai_dark OPENAI / LLMs / LANGCHAIN Combine large language models with Kobai’s semantic foundation to deliver explainable, business-aware generative AI.  
immuta_dark IMMUTA Seamlessly govern your semantic model with powerful tools that can handle all your compliance needs.  
unity_catalog_dark Unity Catalog Get more out of Databricks by enriching your catalog with a semantic model. Try our one-click Genie deployment.  
python_dark Python SDK Use Kobai seamlessly inside Jupyter notebooks or custom apps for rapid experimentation, prototyping, and integration with data science workflows.  
Explore More Integrations Ecosystem-ready by design.  Want to see how Kobai fits your environment? Book a session with our team and explore real-time, low-friction integrations with the tools you already trust Talk to an Engineer

Flexible Licensing Built for Growth

Start small, scale fast. Kobai offers modular licensing based on usage, domain complexity, and deployment type — so you only pay for what you need, and never for what you don’t.

SASS
Instance

1 Feature Name
1 Feature Name
1 Feature Name
1 Feature Name
Description. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et

License Installation

Feature Name
Feature Name
Feature Name
Feature Name
Description. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam nonumy eirmod tempor invidunt ut labore et
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

LET'S BUILD SMARTER — TOGETHER

Connect with our team to explore how Kobai can streamline your data architecture, accelerate outcomes, and unlock value across your systems.