Look at interaction patterns

The useful question is not simply whether two people are a match, but how they handle uncertainty, disagreement, and everyday responsibilities.

Turn themes into conversations

Use broad themes as prompts for concrete conversations about money, family, time, work, and long-term plans.

Avoid deterministic labels

A traditional reference cannot decide a relationship. Real communication, responsibility, boundaries, and shared choices remain central.