Viranda Ecosystem

What is MatchFlow Algorithm?

Algorithm for matching Vira to Ventor
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MatchFlow is the algorithm that helps connect each Ventor with the right Vira inside the app. We call it “MatchFlow” because it’s designed to work smoothly and naturally — matching people in a way that feels right, not random.

Why It Matters

At Viranda, one-size-fits-all doesn’t cut it. Every conversation is unique, and so is every person. MatchFlow helps make sure that each Ventor is paired with a Vira who’s likely to understand them better — someone they can relate to, feel comfortable with, and open up to more easily.

How It Works

MatchFlow looks at a few key things to create the best possible pairing:

  • Status: We take into account the Ventor’s relationship status and try to match them with a Vira who shares the same status, helping to create better mutual ground for understanding.
  • Age: We try to match students who are in a similar age range — because sometimes it’s easier to talk to someone who “gets” your phase of life.
  • Gender: If a Ventor has a gender preference, we match them with someone who fits that.
  • EAR Score: When several Viras meet the same criteria, we prioritize the ones who have the highest EAR (Empathic Accuracy Rating) — meaning they’ve consistently shown they’re great at making people feel understood.

If an exact match isn’t available, MatchFlow goes to the next-best option — always aiming for the closest, most comfortable fit.

How Matching Works

The MatchFlow algorithm is designed to increase the chances of meaningful connection and understanding between Ventors and Viras. It aims to find a match across four key criteria, in the following order of priority:

  1. Status: Matching relationship status helps create better mutual ground.
  2. Age: Matching within a similar age group can enhance relatability.
  3. Gender: Gender preferences are respected if specified.

If no perfect match is found across all parameters, MatchFlow gradually relaxes criteria — starting with gender, then age, then status — while still prioritizing Vira members with higher EAR scores.

This system helps ensure that every conversation is matched thoughtfully, quickly, and with empathy in mind.

The Bigger Picture

MatchFlow is more than just a technical tool — it’s a big part of what makes Viranda feel right. By carefully pairing people based on real factors and prioritizing empathy, we create a space where conversations can actually make a difference.

When a Ventor gets matched with someone who feels like a good fit, they’re more likely to open up. And when that happens, real connection begins.

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