Skip to content
Book Call
Back to Projects
Government • Active

Civic: Government

Multi-agent AI platform for UAE government — citizen services, Arabic document intelligence, policy Q&A, and municipality operations.

Live system: Multi-agent government service platform built on Azure AI Foundry with a hub-and-spoke architecture. A central Orchestrator Agent routes to specialist agents (D…

87% auto
Citizen Queries Resolved
96.2%
Arabic NLU Accuracy
< 4s
Avg Response Time
73% STP
Service Completion
Free 20-min discovery + 48h ROI audit Production-grade, not a demo4 weeks to first value
✓
✓
✓
100k+ Arabic documents indexed with hybrid search • Human escalation for all low-confidence response • Borderline flagged
Why this vs status quo
Do nothing
87% auto lost
Manual Government
Build in-house
6–12 months
Hire + maintain
Civic
96.2%
Weeks, not months
Arabic Document Intelligence • Citizen Service Agents
Save ~10×

What ships

  • Arabic Document Intelligence — RAG-powered search across 100k+ Arabic government documents …
  • Citizen Service Agents — End-to-end automation for permit applications, license renew…
  • Policy & Regulation Q&A — Multi-turn conversational assistant for complex policy queri…
  • Municipality Copilot — AI co-pilot for municipality staff — handles incoming compla…
  • Government HR Copilot — Internal assistant for 50k+ government employees — leave req…
  • Bilingual Translation Engine — Document-grade Arabic↔English translation with government te…

Human signs every critical step • Audit trail included

Sample output & architecture

Civic — Production Blueprint
Dated 18 Aug 2026 • #CIV-2026-041
Citizen Queries Resolved: 87% autoArabic NLU Accuracy: 96.2%Avg Response Time: < 4sGovernment
Agents
Intake & Routing Agent • Document Intelligence Agent • Service Execution Agent
Stack
Azure AI Foundry, Azure AI Search, Azure AI Language (Arabic), LangChain
Workflow preview
1. Multi-Channel Intake2. Intent Classification & Context Loading3. Knowledge Retrieval (RAG)4. Response Synthesis
Data flow: Multi-Channel Input → Language Detection → Intent Classification → Context Loading → Agent Selection → Knowledge Retrieval (RAG) → Response Synthesis → Guardrails Check → Response Delivery → Feedback Collection → Model Improvement
Azure AI Foundry + LangChain + Azure AI Search (Arabic RAG) • Azure AI Foundry is the only platform with production-grade v1.0 • Audit trail

Why Azure AI Foundry + LangChain + Azure AI Search (Arabic RAG) wins

Azure AI Foundry is the only platform with production-grade Arabic NLU models (dialect-tolerant, diacritics-aware) and UAE government compliance certifications. GPT-4o provides best-in-class multi-turn conversation and chain-of-thought reasoning for complex policy interpretation. Azure AI Search supports hybrid BM25 + vector search with Arabic analyzers, enabling high-recall retrieval across 100k+ bilingual documents. LangChain provides the agent framework with tool-use patterns, memory management, and guardrails — essential for orchestrating 6 specialist agents with 15+ backend integrations.

Alternatives: Google Vertex AI (Gemini) + LangChain — weaker Arabic dialect support; AWS Bedrock (Claude) + AutoGen — no UAE data residency; OpenAI direct — no hybrid search, no Arabic-specific analyzers

How Civic works — < 1 second to first value

Multi-Channel Intake → Intent Classification & Context Loading → Knowledge Retrieval (RAG) → delivery. Full 7-step trail collapses below.

01 • < 1 second
Multi-Channel Intake
Unified entry point across web portal, mobile app, WhatsApp, SMS, voice IVR, and in-person kiosks. Real-time language detection and dialect identification.
02 • < 1.5 seconds
Intent Classification & Context Loading
Classify user intent across 85+ service categories, load citizen profile, past interactions, and eligible services.
03 • < 2 seconds
Knowledge Retrieval (RAG)
Hybrid search across government knowledge base — Arabic documents, regulations, forms, and FAQs with semantic + keyword matching.
Full 7-step audit trail
1
Multi-Channel Intake • < 1 second
Unified entry point across web portal, mobile app, WhatsApp, SMS, voice IVR, and in-person kiosks. Real-time language detection and dialect identification.
2
Intent Classification & Context Loading • < 1.5 seconds
Classify user intent across 85+ service categories, load citizen profile, past interactions, and eligible services.
3
Knowledge Retrieval (RAG) • < 2 seconds
Hybrid search across government knowledge base — Arabic documents, regulations, forms, and FAQs with semantic + keyword matching.
4
Response Synthesis • < 3 seconds
Generate context-aware response with citations, confidence scoring, and language matching. Applies chain-of-thought for complex policy queries.
5
Service Execution • Varies (instant to 48h)
For actionable requests — populate forms, validate documents, calculate fees, and route through approval workflows.
6
Status Tracking & Proactive Updates • Continuous
Real-time status monitoring with proactive notifications via preferred channel. Predictive ETA for service completion.
7
Feedback & Continuous Learning • Ongoing
Collect citizen feedback, identify knowledge gaps, and feed signals back to improve agent accuracy and coverage.

Which Government use case is yours?

Tap your model — see the exact hinge we test.

Trade License Renewal

Automated trade license renewal — eligibility check, document verification, fee calculation, payment processing, and new license issuance. Handles 200k+ renewals/year across 7 emirates.

Do nothing
87% auto wasted
  • • Manual Government process
  • • No audit trail
  • • No evidence for inspector/investor
Build in-house
6–12 months • Hire team
  • • Hire + train + maintain
  • • No re-run if product changes
  • • Hard to show investor quickly
Civic — 96.2%
7 steps • Agents • Evidence
  • Arabic Document Intelligence
  • Citizen Service Agents
  • Daily watch + re-run

Multi-agent mesh — orchestrated

Live system presentation

Civic · Agent Mesh

ORCHESTRATORGovernmentIntake & RoutingACTIVEDocument Intell…NODE 02Service Executi…NODE 03Policy Interpre…NODE 04Municipality Op…NODE 051234567
Step 1< 1 second

Multi-Channel Intake

Unified entry point across web portal, mobile app, WhatsApp, SMS, voice IVR, and in-person kiosks. Real-time language detection and dialect identification.

8 channel integrationsArabic dialect detection (Gulf, Levantine, Egyptian)English/Hindi/Urdu supportSession persistence across channelsAccessibility compliance (WCAG 2.1 AA)

Objections, answered

If it’s not answered, you’ll hesitate. So we answer it here.

Multi-agent AI platform for UAE government — citizen services, Arabic document intelligence, policy Q&A, and municipality operations. Delivered as 6 specialized agents + 7-step workflow. You get Arabic Document Intelligence + Citizen Service Agents and a dated evidence trail.
Production in 4 weeks • Audit trail

Get Civic live — without the Government drag.

Multi-agent AI platform for UAE government — citizen services, Arabic document intelligence, policy Q&A, and municipality operations.… Implementation: Foundation & Knowledge Base → Core Agent Development → Specialist Agents & Integrations → Testing & Production Hardening → Launch & Optimization.

Questions? Talk to a human • Responses in < 24h • Human signs every critical step

Evidence + audit trail•Azure AI Foundry + LangChain + Azure AI Search (Arabic RAG)•Deterministic — LLM only for rationale