Technology
How We Create the Big Picture.
All your data in one holistic object.
Causal AI that digs deep for the real drivers.
Create your object. All your data. One object.
When a business object is scattered across dozens of tables, it's hard to see the full picture. ObjectAnalytics™ brings it back together: the patient, the produced part or the customer – with every event, in the right time order.
One object, every source – The business object forms the root, with sub-objects holding every event stream: diagnoses, prescriptions, sensor readings, service records …
Xplain Data AdminTool – Maps your tables into one consistent object model.
XAssistant – Helps you navigate hundreds of CSV files or relational tables and gets you there faster.


Explore your object. See every event in context.
Because all data of each object lives in one place, you see how events relate across every stream at once.
Select and propagate – Select any event and instantly see what happened before and after in every related stream.
Purpose-built views – Relative time axes, aggregations along the object hierarchy, sequence views, joins between sub-streams …
XAssistant – Translates your business question into the right analyses and visualizations.
Cause-ray your object. Millions of perspectives. One causal picture.
Like a CT instead of a flat X-ray, CausalDiscoverer scans each object from millions of perspectives – no hypotheses, no manual feature engineering.
Test millions of causal factors – Each one adjusted for confounders.
See the full causal pathway – Direct and indirect drivers, in the order they happen.
Explore every node – Drill into any factor in the pathway and examine the data behind it.
Fully traceable – Every causal link can be inspected: a white box, not a black box.
Expose your object. Objects and causal insights across your enterprise.
Your object model doesn't stay in the lab. Open interfaces bring Causal AI into your applications, teams and workflows.
REST API and Python SDK – Integrate the model into your applications and your data-science stack.
MCP Server – Serve Causal AI to AI assistants and agents across your company. Talk to your data.
Causal DiscoveryBot – An autonomous agent that continuously watches your data for emerging factors that put your business at risk.
Built to scale
From your laptop to the enterprise.
The Xplain Data solution runs on a single laptop or on servers with hundreds of processors.
On your laptop
A local app for individual analysts.
In your enterprise
A service in your own infrastructure.
In the cloud
A service for many users.