ENTLAQA

Agent factory for enterprises

Ahlan AI

The workspace where enterprises build, test, and govern their AI agents.

From process map to production agent, without losing control of it.

4 wks

First agent in production

100+

Enterprise integrations

AR / EN

Native bilingual reasoning

100%

Actions written to audit log

Ahlan AI visual
Agent run
1
Intakepassed
2
Retrieve policypassed
3
Reasonpassed
4
Human approvalawaiting approval
5
Act in systempassed

A live agent run: every step logged, every decision reversible.

What makes it different

01

Compose agents, not scripts

Describe the process once. Ahlan AI turns it into a composable agent made of tools, knowledge sources, and decision points you can inspect and change at any time.

  • Visual canvas for tools, retrieval, and branching logic
  • Reusable components shared across business units
  • Model-agnostic routing to the best model per task
02

Grounded in your own knowledge

Agents answer from your policies, contracts, and systems of record, citing the source document and inheriting permissions from the original repository.

  • Connectors for SharePoint, ERP, ticketing, and data warehouses
  • Chunking and retrieval tuned for Arabic and mixed-language content
  • Row-level permissions respected at query time
03

Governed by design

Nothing consequential happens without a policy behind it. Approvals, escalation paths, and evaluation gates are built into the platform, not bolted on after.

  • Human approval on defined risk thresholds
  • Regression evaluation before every release
  • Full audit trail of prompts, tools, and outcomes

Where teams deploy it first

Service desk

Triage, resolve, and escalate tickets in Arabic and English.

Document review

Extract obligations and exceptions from contracts and claims.

Finance operations

Match invoices, chase discrepancies, prepare approvals.

Compliance checks

Screen submissions against policy and flag what needs a human.

Internal knowledge

Answer employee questions from the systems of record.

Reporting

Assemble recurring reports from live operational data.

How an agent gets to production

01

Map the process

We document the real path, exceptions included, with the team that owns it.

02

Build and ground

Compose the agent, connect knowledge and systems, define the guardrails.

03

Evaluate

Run against historical cases and score accuracy before anyone depends on it.

04

Operate

Deploy with monitoring, approvals, and a named owner for every agent.

Platform capabilities

  • 01Visual agent composition and tool orchestration
  • 02Enterprise knowledge grounding and retrieval
  • 03Guardrails, approvals, and audit trails
  • 04Evaluation harnesses before every release
  • 05Arabic-first, multi-channel deployment

Enterprise readiness

Built and run to enterprise standards

Regional data residency
Role-based access control
Full audit logging
On-premise or private cloud

Common questions

Does it replace our existing systems?

No. Ahlan AI works on top of them. Agents read and write through your existing ERP, HRMS, ticketing, and document systems.

Which models can we use?

The platform is model-agnostic. Route different tasks to different models, including privately hosted ones for sensitive workloads.

How is Arabic handled?

Arabic is a first-class language across retrieval, reasoning, and output, including mixed Arabic-English documents and dialect variation.

Where ambition
meets execution.

We help organizations make the next move matter — with technology that is practical, secure, regionally relevant, and built for adoption.