How we work
Fixed scopes, clear deliverables and success measures agreed before any build starts. You decide at every step whether to go further.
Starting points
Workflow mapping with your team, prioritised use cases with business cases, and a pilot plan your leadership can approve.
You receive
We need from you
One workflow, one agent team, working on your real data in a controlled environment, with an honest evaluation at the end.
You receive
We need from you
Hosting, monitoring, evaluation and continuous improvement once your agents are in production.
You receive
We need from you
Pilot to production
One process with clear volume, cost or delay. We agree how success will be measured before any build starts.
Discovery Sprint · 2–3 weeksA working agent team on your real data in a controlled environment, with your people reviewing every output.
Agent Pilot · 6–8 weeksIntegrations with the CRM, ERP, documents and channels you already run, with scoped access and traceable actions.
APIs · MCP · WebhooksProduction with monitoring, quality and cost reviews, and a roadmap for the next workflow.
Run & Improve · monthlyData and security
OpenAI, Anthropic, Google Gemini or open-weight models, chosen per workflow and data class.
When your data policy requires it, systems run on in-country cloud regions or your own infrastructure.
Every agent gets exactly the permissions its task needs, and nothing more.
Your people approve anything with external or financial effect.
Prompts, tool calls, outputs and decisions are logged and exportable.
Code, configuration, prompts and data are yours, documented and handed over.
Questions
With a 45-minute discovery session about one workflow. If there is a clear opportunity, we propose a fixed-scope Discovery Sprint or go straight to a pilot.
We design for your data policy. Where in-country processing is required, we use in-country cloud regions or your own infrastructure and choose models that can run there. We confirm availability for your case before committing.
Yes. Workshops, deliverables and interfaces can be in Arabic, English or both. For Arabic content, we test quality on your real material with your reviewers.
You do: code, configuration, prompts and data, with documentation for your team or any future partner.
Then the evaluation says so, explains why and recommends what would change the result, or advises stopping. An honest “not yet” is a valid outcome.
Let’s talk
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.