AYN

Conversation AI Engineer

Atribs Metscon Group · Abu Dhabi, United Arab Emirates

ABOUT

Enterprise AI and technology consultancy headquartered in Abu Dhabi, operating

across the GCC, the United Kingdom and Germany. We deliver implementation led

engagements for regulated enterprise clients in banking, energy, healthcare and

government.

We are

deployment agnostic: sovereign air gapped, on premise, private cloud and public

cloud. We are hired to put working systems into production and to leave the

client able to run them.

PURPOSE OF THE ROLE

You build

customer facing AI agents that answer real enquiries correctly, in English and

Arabic, and you are accountable for how they behave in production. Our first

deployment for this role is a bilingual customer service agent for a major

client in the UAE energy sector, covering web, messaging and voice.

WHAT YOU WILL DO

• Design and build AI agents that resolve customer

enquiries from approved knowledge sources, with answers traceable to source

content

• Own retrieval quality: how content is prepared,

chunked, indexed and refreshed, and how the agent behaves when it has no good

answer

• Build and tune bilingual behaviour, including language

detection, switching mid conversation, and Arabic responses that read naturally

to a Gulf audience

• Define escalation rules and the handover to human

agents, so the customer is never left in a loop

• Set up evaluation before launch: test sets, accuracy

measurement, regression checks on every change

• Instrument the agent so resolution rate, escalation

volume and response accuracy are visible to the client in reporting

• Work in the client's environment under their security

and data residency requirements

• Hand over documentation and run training so the

client's own team can operate and extend the agent

WHAT SUCCESS LOOKS LIKE IN THE FIRST 90 DAYS

• A working agent in a client environment, answering a

defined enquiry set in both languages

• An evaluation set the client agrees represents their

customers, with measured accuracy against it

• Escalation and handover rules signed off by the

client's service team

ESSENTIAL EXPERIENCE

• Three years or more building software, with at least

one year on LLM based applications that reached real users

• Production experience with retrieval over enterprise

content, and a clear view on why retrieval quality fails

• Strong Python, and comfort working inside someone

else's codebase and cloud account

• Experience designing conversation flows, including

failure paths, not only the ideal path

• Evidence of measuring an AI system rather than

demonstrating it

• Able to work onsite with client teams and explain

technical decisions to non technical stakeholders

DESIRABLE

• Arabic language skills, particularly Gulf dialect

handling in speech or text

• Experience with contact centre platforms, WhatsApp

Business or voice channels

• Work in a regulated environment: banking, energy,

healthcare or government

• Exposure to guardrails, prompt injection defence and

content safety in customer facing systems

Apply on the employer’s site