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AI Agents

AI that doesn’t just answer.
AI that gets work done.

Custom AI agents built around your business processes, connected to your tools, data and operational systems.

Explore AI Agents Design Your Agent

How an agent completes a request

  1. User requestA person asks, on WhatsApp or a screen.“Which orders are overdue for Customer X?”
  2. AI agentUnderstands the request and plans the steps.Needs the overdue-orders tool for Customer X.
  3. Reasoning and planningChooses which approved tool to call, and in what order.Check the user’s role, then run the query.
  4. Authorised business toolsNarrow, named capabilities. Read-only unless approved.orders.overdue(customer = X)
  5. CRM · ERP · database · APIsYour own systems, reached only through those tools.4 orders returned.
  6. Verified resultThe answer is built from the returned data and logged.“4 orders are overdue. The oldest is 6 days late.” A follow-up message is drafted for a person to approve.
Illustrative example with fictional data. Sensitive actions always wait for a person.

Beyond a chatbot

What makes an agent different.

A chatbot talks. An agent can also look things up and prepare work, inside limits you set.

Chatbot compared with an AI agent
AspectTypical chatbotCustom AI agent
What it doesAnswers questions from a script or a document.Completes a task: looks things up, prepares actions, and hands over when it should.
Data accessUsually none beyond its script.Your systems, through approved read-only tools and permissions.
ActionsNone, or fixed buttons.Proposes real actions. Sensitive ones wait for a person.
SafeguardsLimited to what it was told to say.Role checks, tool allow-lists, approvals, audit logs, cost limits.
When it is unsureOften guesses or loops.Says so and escalates with the context it has found.

Autonomy, on a leash

Built so people stay in control.

01

Least privilege

An agent can only do what the person asking is allowed to do, through tools that each do one narrow thing.

02

Approval for anything sensitive

Messages to customers, changes to records and anything involving money wait for a human. Money is never moved by an agent.

03

Logged and reviewable

Every request, tool call and approval is recorded, and conversations are sampled for quality.

How agents are engineered

Explore

See it, shape it, price it.

Agent Studio

Choose your industry, challenge and systems. Get a blueprint to discuss.

Design your agent

Guided demo

Five scripted scenarios showing the conversation, the tools and the approvals.

Watch a scenario

AI ROI calculator

Model costs, escalations and break-even with three scenarios.

Estimate the return

Integrations map

What an agent can read, propose and change in each connected system.

Explore integrations

We build agents to order for clients in India, the UAE, Ethiopia and across Africa. Related reading: the Ye-Almaz laboratory system, how we separate models from results and system integrations.

Have a process an agent could take on?

We will tell you honestly whether it is a good fit, and what it would take.

Design Your AgentDiscuss Your Project