How Matches Work
Our platform combines Islamic principles with a state-of-the-art 3-Tier AI Recommendation Engine to introduce you to genuine, highly compatible life partners.
The Matchmaking Pipeline
Every candidate displayed on your Recommended Matches page passes through 4 strict evaluation stages.
Account & AI Vectors
Both you and potential candidates must have active profiles and completed bio embeddings (DNA Profile Vector & Desire Vector).
- Active Membership
- 384-d AI Vectors Ready
Hard Halal Filters
Strict zero-tolerance criteria: Heterosexual opposite-gender matching, non-self filtering, and exclusion of previously connected or rejected profiles.
- Strict Opposite Gender
- Exclude existing connections
3-Tier AI Scoring
Calculates semantic AI affinity, individual preference fulfillment, and reciprocal candidate expectation compliance.
- Mutual DNA Match (20%)
- Preference Match (50%)
- Reciprocal Match (30%)
Freshness & Ranking
Applies an exponential seen-decay penalty to repeatedly viewed inactive profiles, allowing fresh and new profiles to surface at the top.
- Dynamic Freshness
- Min Score Verification
What Attributes Are Evaluated?
When you fill out your matrimonial profile and partner preferences, our algorithm inspects multiple dimensions of compatibility:
Proximity ratio scoring. Perfect match inside your range; smooth gradient outside.
Calculated in centimeters with full weight inside preferred bounds.
Hierarchical match (High School < Bachelor < Master < PhD).
Ordinal ranking. Full points if candidate meets or exceeds threshold.
Substring & geographical alignment with your preferred city/country.
Marital status, relocation, religious habits, financial & background ethics.
Custom Hard Filters
Need strict non-negotiables? In your preferences, you can turn on Hard Filters. When a hard filter is enabled for an attribute, any candidate who does not strictly fulfill it is excluded before scoring.
- Strict Age Limits: Only show candidates within exact bounds
- Strict Height Limits: Enforce exact minimum and maximum height
- Marital Status: Only Never Married, Divorced, or Widowed
- Education & Employment: Enforce degree and job status
- Relocation & Background: Strictly enforce relocation and background checks
Frequently Asked Questions
Common questions regarding match suggestions and score calculations