Advisify
How AZK.AI engineered a multi-agent policy matching platform to automate complex immigration eligibility evaluations with 100% auditable citations.
Client Challenge
Immigration advisors and applicants manually parse tens of thousands of constantly shifting visa laws, guidelines, and policy briefs. General LLM assistants hallucinate immigration criteria, fail to capture live regulatory updates due to cut-off windows, and lack reliable data citations. This creates massive administrative waste and introduces liability risks for professional practices.
Objectives
- Reduce prospective candidate evaluation timelines from business days to real-time.
- Provide zero-hallucination compliance checking with exact references to governmental source materials.
- Implement multi-model evaluation systems that guarantee output reliability across edge cases.
Solution Design
We designed an advanced multi-agent system utilizing separate roles to index, check, evaluate, and cite candidate profiles.
First, the system normalizes the candidate profile (degrees, age, financial backing). Next, it routes queries to a custom RAG indexing database of up-to-date immigration guidelines. The profile then passes through a deterministic rule filter to check baseline exclusions, followed by an evaluation agent network running GPT-4.1 and Claude Sonnet to compare matching pathways, generate recommendations, and output a structured report with cited references.
Implementation Process
Phase 1: Knowledge Ingestion
Mapped and indexed municipal immigration manuals and visa codes into vectorized database instances.
Phase 2: Agent Configuration
Configured separate reasoning roles for eligibility mapping, rule checks, consensus scoring, and formatting.
Phase 3: Human Gateways
Integrated human-in-the-loop validation dashboards to automatically flag low-confidence scoring files for senior reviews.
Results & Business Outcomes
< 5 Minutes Evaluation
Evaluations dropped from days of research to minutes, enabling immigration firms to scale their customer acquisition loops.
Zero Liability Risk
By providing complete compliance citations, senior advisors check output logic and verify accuracy in real time.
Technology Stack
System Architecture Flow
Collects nationality, degrees, finance, and career details.
Semantic search checks active, dynamic visa law database files.
Deterministic checks to eliminate clearly invalid paths first.
GPT-4.1 and Claude cross-weigh eligibility profiles.
Generates report with exact links to governmental codes.
Advisify Advisor Dashboard Mockup
Simulated user interface showing dynamic RAG retrieval, profile parameters, confidence scores, and citation links.
Based on rules mapped from Immigration Code Section 18.2, candidate qualifies for the Skilled Work Stream (Class 189).
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