How a Datifact platform works.

Your systems supply the data. Your business definitions give it meaning. Your permissions shape how it is used. Applications and agents put it to work. QubeAI™ is the technology foundation that connects these four layers.

Example workflow

Which customer orders need attention? Follow this example through the layers below. It explains a possible workflow, not a live customer deployment.

QubeAI™
Dataone trusted source.
Ontologyyour business, defined once.
Contextthe right information for every request.
Applicationthe platform your team uses.
Connects your systemsDefines your businessSupports your workflows

How a Datifact platform works.

Data: one trusted source.

What it is

The data needed for your workflows, connected and organized across your existing systems.

What we build

Connections to agreed source systems, scheduled refreshes, and checks that flag missing, inconsistent, or outdated data.

What you get

A documented data model with clear sources and quality checks.

Example · Data

Bring order records from the ERP together with shipment updates and customer account records from the CRM.

Data: one trusted source.
ERP, CRMYour systems stay the source of truth.
Operational systemsBuild on the systems you use.
Dataone trusted source.
What you getOne documented data model your whole company can rely on.
Connect source dataConnect source dataQuality checks

Data: one trusted source.

Ontology: your business, defined once.

What it is

A written model of how your business works. It names the things you run on (customers, jobs, buildings, accounts, invoices), how they connect, and exactly how each metric is calculated.

What we build

Your definitions, metric formulas, and rules, worked out with the people who own them. Your existing systems stay the source of truth.

What you get

Shared definitions and calculations that applications and agents can use consistently.

Example · Ontology

Define how an order relates to its customer and shipment. Agree that an order is late when its promised ship date has passed and it has not shipped.

Ontology: your business, defined once.
customers, jobshow they connect
accounts, invoicesexactly how each metric is calculated.
Ontologyyour business, defined once.
Shared definitionsConsistent calculations for applications and agents.
Your definitionsmetric formulasyour rules

Ontology: your business, defined once.

Context: the right information for every request.

What it is

When someone on your team asks a question or the platform runs a task, the context layer gathers exactly the data, definitions, and rules it needs, limited to what that person is allowed to see.

What you get

Relevant source records, business rules, and access permissions assembled for the task.

Example · Context

Give the agent the order status, promised date, and escalation policy, limited to the accounts the requesting user can access.

Context: the right information for every request.
Contextthe right information for every request.
permissionslimited to what that person is allowed to see.
What you getEvery output linked to its sources.
Action contextBusiness rules for the next step.
permissionssourcesproposed actions

Context: the right information for every request.

Application: the platform your team uses.

What it is

The part your people see and work in every day.

What we build

Command centers, findings and alert tracking, approval workflows, recurring reports, and AI agents, designed around how your team already works.

What you get

Applications and agents that use shared business definitions rather than separate logic in every tool.

Example · Application

Show the affected orders with their source records and draft follow-up tasks for the account owner to review.

Application: the platform your team uses.
Applicationthe platform your team uses.
Command centersShows what's happening
approval workflowsActs with your approval
What you getA person on your team approves before anything moves.
findings and alertsproposes the next stepyour approval

Application: the platform your team uses.

Higgs: coordinating agents and workflows.

Higgs is the GenBI orchestration agent that coordinates work across these layers. It gathers context, applies your business definitions, and coordinates agents and workflows within the permissions you set. Your team reviews proposed actions before they proceed.

Example · Orchestration

For the order workflow above, Higgs coordinates the review, assembles the supporting records, and prepares follow-up tasks. Creating those tasks in a connected system requires the configured permissions and approval.

Higgs: coordinating agents and workflows.
HiggsCoordinates agents and workflows.
Contextthe right information for every request.
What you getEvery output linked to its sources.
Team reviewApprove proposed actions.
permissionssourcesproposed actions

Higgs: coordinating agents and workflows.

See what your platform would look like.