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AI / AI agents

AI assistants that use approved tools, work within defined permissions and bring a person into the loop when a task needs judgement or approval.

Scope, timeline and pricing agreed after reviewing your needs.

A task with visible boundaries
A task with visible boundaries. Understand: Identify the request and required context.. Look up: Read the permitted records through approved tools.. Check permission: Check the action rules and approval requirements.. Act or hand over: Complete an allowed step or refer it with context.
  1. 01Understand
  2. 02Lookup
  3. 03Approve
  4. 04Act
Arabic & EnglishA journey with clear steps

Illustrative concept, not a live system or measured result.

AI agents
Tool integrationsApproval rulesEvaluation casesRun visibility

Who this is for

For one repeated, useful task with a clear owner and clear limits on what the agent may read or change.

01

Support repeats the same lookups

Your team moves between systems to answer familiar requests.

02

Your chatbot cannot take a step

A conversation ends before the customer’s actual task can progress.

03

Useful automation needs boundaries

You want to test agent actions without giving open-ended access.

What you get

Tool contracts, input validation, approval rules, audit events and an evaluation set, agreed before the agent touches a production system.

A bounded use case

Select a task with clear inputs, rules, success criteria and an accountable owner.

Approved tool connections

Connect the required system operations with scoped credentials and validated inputs.

Action limits and approvals

Define the actions that require confirmation, escalation or a full stop.

Scenarios in agreed languages

Evaluate realistic requests and ambiguous wording in the agreed languages, including mixed-language cases where in scope.

Evaluation and handover

Test completion, incorrect actions and human handover before widening access.

How we work

Select a bounded task, connect approved tools, test success, errors and handover, then pilot with an agreed group before expanding.

A small, useful starting point. Capabilities with limits. Failures are part of the test. Evidence before expansion.
  1. Select the task

    Review candidate requests and pick a contained workflow with a clear owner.

    A small, useful starting point.

    • Task definition
    • Success criteria
    • Permission boundaries
  2. Connect carefully

    Build the required tools and define which actions need confirmation or escalation.

    Capabilities with limits.

    • Tool contracts
    • Approval points
    • Audit events
  3. Test the exceptions

    Use representative and difficult cases to review behaviour before a controlled pilot.

    Failures are part of the test.

    • Task evaluations
    • Misuse scenarios
    • Human handover
  4. Pilot and review

    Introduce the agent to an agreed group and review errors, usage and operating cost.

    Evidence before expansion.

    • Pilot feedback
    • Action review
    • Expansion decision

Explore the possibilities

Illustrative concepts from our demo portfolio. They show possible experiences, not commissioned client projects, platform-specific implementations or measured results.

Demo concept
Illustrative knowledge assistant with a question interface and document sources
AI agentsDemo concept

Context before action

The knowledge-assistant concept shows a possible place for source context. Tool execution would need separate integration, permissions and testing.

Illustrative automation dashboard with connected workflow steps and run history
AI agentsDemo concept

A task with a visible next step

The workflow concept illustrates how a supported task and its handover could be made visible to an operations team.

Explore our work

PLANS & INCLUDED BENEFITS

Discovery produces a specification and estimate, not a deployed agent. The pilot runs one use case on one channel in one language; the connected plan covers up to two channels and two integrations, not unlimited automation. Evaluation scenario counts and the no-high-risk-decisions rule apply to every plan.

Free scope consultationOne-time project fee. Support beyond the included period is quoted separately.

Defined scope

Agent discovery

Validate one agent use case before commissioning a build.

Starting from

4,000SAR

/ project · excl. VAT

One-time project fee. Support beyond the included period is quoted separately.

Included in your plan

  • One workshop and up to 3 stakeholder interviews
  • One workflow, tool and permission map
  • Evaluation plan with 20 example tasks
  • Written specification and build estimate; no deployed agent
Feasibility review session included

Included in the starting price. Scope and limits are listed below.

Defined scope

Connected agent

A bilingual agent with a broader set of controlled actions.

Starting from

38,000SAR

/ project · excl. VAT

One-time project fee. Support beyond the included period is quoted separately.

Included in your plan

  • Arabic and English across up to 2 channels
  • Up to 10 intents and 2 documented integrations
  • Permission checks, audit events and human handoff
  • Evaluation against 60 agreed scenarios
Team handover session included

Included in the starting price. Scope and limits are listed below.

Starting prices in SAR, excluding VAT where applicable. Final scope and price are confirmed in your proposal. Model/API usage, hosting, software subscriptions and major data cleanup are separate. Scope assumes client-provided access to documented APIs and approved data. No foundation-model training or autonomous high-risk decisions. Handover is one 60-minute session; included defect fixes cover the delivered scope for 30 days.

Before we start

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