Build the operation
Systems Integration & Data Layer
Systems Integration & Data Layer connects AI to your CRM, ERP, PMS, EMR, Shopify and portals, for organisations in the UAE and the GCC.
What it does
Connectors to your CRM, ERP, PMS, EMR, Shopify and portals; event pipelines; a governed data layer so AI acts on live data.
For retail, logistics and groups with many branches
- An integration map and a data-quality assessment
- Read-only first, then controlled write paths with a full audit trail
- Event pipelines so the AI acts on live information
- A governed data layer: access, lineage, retention
In the worked scenarios
Hospitality & Tourism
A guest concierge, then the duty manager’s view.
Retail & E-commerce
A selling agent, then the store network live.
Logistics & Supply Chain
A status agent, then the exceptions tower.
How we engineer it
Architecture.
Models reason; your systems of record stay the source of truth. Agents act only through typed, permissioned tools on your APIs, with the access rights of the staff role they support. Knowledge comes from retrieval over approved sources, and every answer traces to its document. We stay model-agnostic, so a model can be replaced without rebuilding the system.
Security.
Untrusted content, whether an email, a web page or a customer message, is treated as data, never as instructions. We test for prompt injection before release and after every change. Secrets live in managed vaults, never in code or logs. Tenant and role isolation is enforced at the data layer, and every agent action is written to an audit log.
Questions a careful buyer asks
- Do you work with our IT team?
- Yes, and with your legal and compliance teams from the first workshop. We connect read-only first.
- Who owns the code, the prompts and the data?
- You do.
In plain English
- CRM, ERP
- The core business systems: ERP runs finance, stock and operations; CRM holds customers, leads and conversations.
- typed, permissioned tools
- Connections to a system that accept only precisely defined requests, so the AI cannot send anything unexpected.
- retrieval
- The AI answers from the client's own documents and data, not from guesswork, and can show its source.
- prompt injection
- A trick where instructions planted in an email, web page or message try to make the AI do something it should not.
- Tenant and role isolation
- Each organisation's data is kept separate, so one can never see another's.
- audit log
- A permanent record of every action the AI takes, with what, when and why, so it can be checked later.
Where it fits
What the first system grows into: one live view, systems that talk, documents that read themselves, your own platform.
Tell us about your business Talk to an engineer
Our AI consultant gathers the details and passes a report to one of our engineers, who replies by email, WhatsApp or phone.