A referral is strongest when the person can credibly explain why they recommend you. A weak connection may still create visibility, but the signal is naturally limited.
Do not exaggerate the relationship. Your application still needs to stand on its own.
If you have time, build the relationship around a real conversation and relevant follow-up rather than pushing for a referral after the first five minutes.