The Enterprise Data Stack

Put trusted data in the hands of every employee

Dataplane is the AI-native platform that connects business meaning to enterprise data—powering better decisions by humans and AI alike.

Book a demo Log in

The Enterprise Data Stack

The semantic layer

There is a semantic layer beneath every enterprise. We make it explicit

Every system you deploy (AI, human, or otherwise) either inherits a semantic layer or invents its own. Making it explicit is no longer just good hygiene. It's the difference between technology that compounds your advantage or creates headaches.

Compiles down

Intent

Your competitive advantage. The questions you ask of data, and the insights that drive the business.

Semantic — entities & rulesDataplane layer

The shared language underneath every question. Entities, relationships, and the rules that resolve them, defined once and used everywhere. This is ontology.

Physical — schema mappingDataplane layer

How those entities bind to the columns and tables you actually have, and re-bind when the schema moves.

The missing middle

Technical

SQL, Python, dbt models, pipelines. The execution. Fast to write, fast to break when meaning is implicit.

The missing middle

Two layers most stacks treat as second class.

Between the intent at the top and the code at the bottom sit the entities and rules that define your business, and the mapping that binds them to the data you actually have.

It is where a “customer” becomes a precise definition, where two records are judged the same thing, where meaning holds steady even as schemas shift beneath it.

Made explicit, the missing middle is your ontology: the single model the rest of your stack reads from.

Ontology as a Hub

Ontologies coordinate data activities and unlock use cases

Every data activity implicitly decides what your data means. Every capability you enable implicitly reads those same definitions back. Dataplane meets you where you are and models only the parts your goal actually needs, treating ontologies as an accelerator rather than an academic exercise.

Data Activities

feed the ontology

Data Quality Master Data Data Enrichment Data Lineage

...

Your Ontology

one customer-owned model of what your data means

Use Cases

read from the ontology

Enterprise Agents Demand Forecasting Inventory Optimization Sourcing & Procurement

...

A North Star for Data Efforts

One definition of what your data means gives every activity a shared target, so quality, mastering, and enrichment pull in the same direction instead of resolving meaning over and over.

A Compounding Model

Every activity writes back to the ontology. Each project leaves it richer than it found it, so the next one starts further ahead.

An Accelerator for Capabilities

Agents, forecasts, and analytics read meaning straight from the model instead of rebuilding it, so new capabilities ship faster and behave consistently.

Outcome Driven

We put context strategies head to head. Ontology wins on every axis.

27%

80%

99%

System Prompting

Classic Knowledge Base

Ontology

Agent answer accuracy

The lead is widest on the questions that look trivial to a person but break agents: synonyms, mismatched grain, rules that live in someone's head. Exactly the meaning an ontology makes explicit.

lower cost

faster responses

0×

fewer database queries per answer

Across a fleet of agents, that gap is the difference between a pilot and production.

weeks to value

PE-owned industrial manufacturer

Product data too fragmented to support an ERP modernization. We profiled, standardized, and enriched tens of thousands of SKUs, then stood up monitoring to hold quality. Hundreds of manual hours avoided, and a catalog clean enough to power Amazon-like search.

Integrations

Works with your existing data stack

Dataplane connects directly with warehouses, orchestration tools, BI platforms, and operational systems—strengthening reliability without replacing what you already use.

Ready to get started?

See how Dataplane can transform your data operations. Get a personalized demo with our team.

Book a demo