Connectors to your core systems
CRM, ERP, document stores, email, Microsoft 365, Google Workspace and WhatsApp Business, connected through their APIs. Think Salesforce, HubSpot, Odoo, SAP, Dynamics or SharePoint.
AI inside your systems
Plug AI into the systems you already run
We connect agents to your CRM, ERP, documents, email, Microsoft 365 or Google Workspace and WhatsApp Business through APIs and the Model Context Protocol (MCP). Scoped access, full traceability and a person in the loop where it counts.
Sound familiar?
Your team copies data between email, spreadsheets and the ERP by hand.
01
AI tools that can’t reach your systems end up as one more tab to paste into.
02
Arabic and bilingual documents trip up tools built for English only.
03
What we build
Capabilities
Model Context Protocol (MCP)
We expose your systems to agents as clearly defined tools through MCP, so each agent can see and do only what its role allows.
Scoped access and traceability
Read-only where possible, least privilege everywhere. Every call an agent makes is logged with its input, output and outcome.
Exceptions and human review
When data is missing, unclear or unusual, the agent stops and routes the case to a person instead of guessing.
Arabic and bilingual documents
Invoices, contracts and forms in Arabic, English or both. We design and test extraction with your real samples, so you see the quality before go-live.
Illustrative scenario
Supplier invoices, from inbox to ERP
A fictional trading company in Qatar receives supplier invoices and purchase orders by email, as PDFs and scans in Arabic and English.
- 01
An agent watches the shared inbox and picks up new invoices and purchase orders.
- 02
It extracts the supplier, amounts, dates and line items, in Arabic or English.
- 03
It matches each invoice to its purchase order and the supplier record in the ERP.
- 04
Mismatches and unclear fields go to the accounts team for review, never straight to posting.
- 05
Approved invoices are posted to the ERP, and every step is logged for audit.
You receive
- Integration map of systems, data flows and access rights
- Working connectors and MCP tools for the systems in scope
- Exception handling and review rules
- Test results on your real documents, in Arabic and English
- Logs, monitoring and technical documentation
What we measure together
- Time per document
- Share of fields extracted correctly, in Arabic and English
- Exceptions routed to people, by reason
- Cost per processed document
Measures and baselines are agreed with you before work starts. We do not promise numbers in advance.
How an engagement runs
- 01
Map systems and data
We list each system, what the agent needs from it and the minimum access required.
- 02
Collect real samples
Your real documents and records, including Arabic and bilingual ones, become the test set.
- 03
Build and test connectors
We build in a test environment first, then verify results and exceptions with your team.
- 04
Go live in stages
One flow at a time, with human review switched on until the results earn your trust.
Questions
Straight answers.
Which systems can you connect to?
Most systems with an API or a standard export, including common CRM, ERP, document and email platforms. For older systems, we assess the options with you during discovery.
Do you have an Arabic OCR product?
No, and we won’t pretend to. We design and test document extraction for your Arabic and bilingual documents using your real samples, and choose the tools that perform best on them.
What is MCP, and why does it matter?
The Model Context Protocol is an open standard for connecting AI agents to tools and data. It lets us give agents clearly defined, permissioned access to your systems, and makes it easier to switch AI providers later.
Can agents change data in our systems?
Only if you allow it. We usually start read-only, then add write access step by step, with human approval for changes that matter.
Related solutions
Specialist agent teams
Coordinated AI agents with clear roles that research, analyse and act, while your people approve what matters.
ExploreAI command centres
A shared workspace to assign tasks to agents, follow them live and approve results, with a full audit trail.
ExploreSoftware development & consulting
Custom web apps, internal tools, portals and APIs with bilingual interfaces, plus architecture advice you can act on.
ExploreLet’s talk
Start with one workflow.
Tell us about a process that slows your team down. In a 45-minute discovery session we show what an agent team could do with it, and what it would take.