Every conversation
gets an xpert.
A conversation is the unit of work in Xpertly. A channel opens it, an xpert owns it, the ontology gives it context, governed flows give it hands, and every turn is audited.
Transactional and diagnostic. Same engine.
Transactional
Opened by a person. A customer emails accounts receivable; a user calls the service desk; a buyer writes about a range change. The xpert resolves it, within rules.
Diagnostic
Opened by the operation. A KPI leaves tolerance; an alert fires; a twin changes. The xpert works out what changed and why, then acts.
Either way, the next step is the same: an xpert takes ownership and works it to resolution.
A team of experts, not a mixture of experts.
The demand xpert owns the conversation and calls the promo and inventory xperts as it needs them. Each xpert is paired by design with the right model on the right hardware.
An xpert is not a model with tool access. It is a governed unit, composed inside the platform:
The mind
The model, arriving through any MCP client (Claude, Copilot, Cursor, your own apps): reasons and proposes. Never executes.
The hands
Deterministic flows and governed command sets: the only things that touch your systems.
The knowledge
Documents, and the living ontology of your business: a graph of systems, relationships and rules, scoped to what this xpert, for this user, is permitted to know. It deepens with use.
The conscience
The grants, policy, and audit trail the platform enforces on every action.
An xpert can't exist ungoverned: take away the platform and you don't have a weaker xpert, you have no xpert at all. That's the difference between governed by construction and governed by wrapper.
The four parts
- 01 — Events
Every enquiry, every system alert, every business event, handed to the xpert that owns it.
- 02 — Ontology and change
Built from your data. Every event, change and resolution deepens Xpertly's model of how your operation works.
- 03 — Model routing and xperts
The right xpert owns each conversation, and runs on the model that suits the task.
- 04 — Governed execution
The model works out what to do. Deterministic flows do it, within the permissions you set. Every step on record.
Never fear the model.
Xpertly routes every conversation to the best model for the task, today and next year. When a better one arrives, it's swapped in. Nothing re-platformed, no xpert rebuilt.
Right model, every conversation
Private models for sensitive work, Claude and other frontier models over MCP for hard reasoning, regional models such as ALLaM for Arabic.
No lock-in
An xpert isn't tied to a model. Swap one in or out, and nothing else changes.
Your work outlives the model
The flows, rules and ontology you build belong to your operation, not to a model. They carry forward to whatever runs next.
Models change all the time. Your business operations shouldn't.
It learns your business. And keeps learning.
Every event, every change and every resolution deepens Xpertly's model of how your operation works. Built from your data. Stays yours.
Every point is a digital twin of something in your operation. Every line is a relationship it has learned: what moves what. When a KPI goes red, the twins that changed around it light up, and the xpert that owns it is already on it.
It maps what you have
Your systems, sites, SKUs, customers, devices, and how they connect. Built automatically.
It learns what moves what
Each change and each resolution adds a relationship between an event, a cause and a KPI.
It becomes unique to you
The longer it runs, the faster it finds causes and the more work it can safely take on.
The ontology is one per customer and spans every xpert, node and appliance. It is built from your estate and stays yours.
Most tools start from zero every time. Xpertly remembers how your business works.