A digital workforce with a chain of command.
Manager agents that delegate to specialists, act through approved tools, pause for human sign-off where it matters, and put a name on every action. Autonomy, with a paper trail.
- Manager + specialists
- 100+ governed tools
- Human approval gates
- Acts as the real user
Agents that do work, under control.
The interesting question is not whether an agent can act. It is who allowed it, as whom it acted, and what happens when it should not.
Agent teams, not lone bots
A manager agent plans the work and delegates to specialists, each scoped to its own knowledge and its own tools. Delegation depth and iteration budgets are hard limits, so an agent cannot wander.
Tools with governance in the loop
CRM updates, ticket actions, emails, SQL reads, document generation, web research: each tool sits behind an allowlist, and destructive operations carry confirmation gates and failure budgets by construction.
Approval exactly where it counts
Maker-checker on consequential steps: a refund, a filing, an outbound message to a customer pauses for a person, and the approval itself lands on the audit trail with the decision and the decider.
The agent is somebody
When work must touch a user-scoped system, the agent acts under the real user's delegated identity, with consent and step-up where policy demands it. No shared service accounts pretending to be everyone.
Designed on a canvas, tested like software
The agent studio shows the model, knowledge sources, tools, and specialists on one canvas. A playground and evaluation sets prove behavior before production, and keep proving it after.
Autonomy is earned in stages.
Process mapping
We map the real process with the team that runs it, and mark the steps a person must keep.
Agent design
Manager, specialists, tools, and gates designed on the canvas with your team watching, not delivered as a black box.
Guarded pilot
The agent runs in shadow or approve-everything mode first. Every proposed action is reviewed until the numbers say it can be trusted.
Widening autonomy
Gates are loosened deliberately, one class of action at a time, with the audit trail and evaluations as the evidence.
The workforce, visible.
Working agents, and the controls around them.
- An agent team in production on a process you chose
- A governed tool catalog wired to your systems
- Approval workflows with named decisions
- Evaluation suites that gate behavior changes
- A tamper-evident record of every action taken
Sovereign, Arabic-first AI, ready to prove its value on-premises, in weeks.
Start with one high-value use case and measure it on real data.