At the core of Ayika is the Intelligent Matching Engine. Traditional keyword-based searches often resulted in inaccurate matches, frustrating users and causing providers to miss valuable opportunities. To overcome this challenge, I designed an advanced AI-driven system that matches users to providers based on freeform text queries. This system assesses expertise, location, availability, and legal constraints to dynamically rank and connect users with the most suitable providers in real-time.
The system operates based on the following key principles:
- Expertise & Experience: Matches providers according to their skills and historical performance.
- Location & Availability: Ensures providers are conveniently located and available at the requested time.
- Legal & Business Constraints: Takes into account regulatory compliance and specific business rules.
Each provider is assigned a relevance score and dynamically ranked for every request, ensuring optimal matches instantly.
Rather than relying solely on basic filtering methods, the Intelligent Matching Engine utilizes sophisticated recommendation engines and AI-driven techniques—such as Elasticsearch scoring and machine learning ranking models. By combining rule-based logic with adaptive AI algorithms, the system continuously enhances accuracy and user satisfaction over time.