AI Agent Development Services We Offer in Doha
Doha's agent demand is not chatbots — it is sovereign, Arabic-first automation that survives Law 13/2016 audits, CDP inspection, QFCRA review for QFC clients, and QCB's annual cybersecurity assessment for banks. We design agents on Azure OpenAI through the Qatar Central region for in-country workloads, fall back to Anthropic Claude through AWS Bedrock in Bahrain me-south-1 when cross-border is approved under a Law 13 Transfer Impact Assessment, and self-host Llama 3, Qwen, and Mistral on Azure Qatar Central GPU instances when CDP guidance requires onshore weights. Banking agents respect QCB's open-banking framework and the supervisory expectations published since 2022. Sharia-product agents integrate a screening hook reviewed by client Sharia committees. Government-citizen agents integrate with Metrash2 (Ministry of Interior), Hayya (post-World Cup entry platform), and Sehha (MOPH). Every agent ships with an audit trail in Arabic and English, a kill-switch routed to a human reviewer, and a Law 13 Article 7 data-subject-rights pathway.
Our AI Agent Development Development Process
Discovery runs on Qatar business days (Sunday to Thursday) with synchronous standups during Arabia Standard Time. Phase one classifies the agent under Law 13/2016 (controller versus processor, sensitive-data flag, cross-border transfer assessment) and against QFC Data Protection Regulations when the buyer is QFC-licensed, plus QCB's cybersecurity framework for banking workloads. Phase two designs the agent topology — planner, tool-use layer, memory, evaluation harness, and Arabic-first prompt scaffolding tuned for Khaleeji-dialect users with Modern Standard Arabic fallback. Build sprints are two weeks with QatarEnergy or QIA sandbox reviews where applicable. Deployment goes to Microsoft Azure Qatar Central (Doha) or AWS Bahrain me-south-1 under TIA, with red-team prompt-injection testing, jailbreak evaluations against QCRI's Fanar safety guardrails, and a Sharia-screening hook for any agent that touches Murabaha, Ijara, Sukuk, halal compliance, or Zakat-eligible flows. Hand-off includes a Law 13 data-flow diagram suitable for CDP inspection plus a parallel QFCRA framing where the client sits inside the Qatar Financial Centre.
Process Discovery
1-2 WeeksWe sit with the people doing the work in {city} and record the real process — including the exceptions they handle by instinct, which are exactly what kill naive automations.
Tool Surface Design
1-2 WeeksEvery system the agent touches gets a typed, permission-scoped tool with its own rate limit and rollback path. The agent gets a narrow set of verbs, never raw admin access.
Build & Evaluate
3-6 WeeksThe agent is built alongside its evaluation suite from day one, using real tasks from your business with verified outcomes. Every change is scored before it ships.
Shadow Mode
2-3 WeeksThe agent runs against live traffic but commits nothing. We compare its proposed actions to what your team actually did and tune until agreement is high enough to trust.
Staged Autonomy & Run
OngoingAutonomy is released by risk band — reversible actions first, irreversible ones keeping a permanent human gate. Then we monitor completion rate, escalations, latency and spend.
Technologies We Use for AI Agent Development
Doha agent stacks default to Microsoft Azure Qatar Central (Doha — the first Azure region in the GCC, launched 2022) for in-country inference, with AWS me-south-1 in Bahrain and me-central-1 in Riyadh as adjacent options roughly 60ms and 80ms away. Google Cloud's Doha region is rolling out and is selected for clients with existing GCP estates. For models we run Azure OpenAI Service (GPT-4o, GPT-4 Turbo) through Qatar Central, Anthropic Claude through Bedrock when cross-border PDPL transfer impact assessments pass, Fanar (QCRI's Arabic LLM from Hamad Bin Khalifa University), Jais from G42 and MBZUAI, and ALLaM from SDAIA for Arabic-heavy workloads, and self-hosted Llama 3 or Qwen on Azure Qatar Central GPU instances for Law 13-sensitive workloads. LangGraph, LlamaIndex Agents, and OpenAI Agents SDK handle orchestration. Arabic NLP relies on CAMeL Tools, AraBERT, and Fanar's own tokenizer. Observability uses LangSmith, Arize, and Helicone with logs routed to Qatar-resident Azure Blob storage. Identity flows through Qatar Digital ID for citizen agents.
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