You match with someone on a dating app. You see their photos. You see a bio. Maybe a few prompts. And then you're supposed to start a conversation.
With what, exactly?
"Hey" gets you nowhere. "I love your dog" is a dead end. "You like hiking too?" sets the ceiling at about three messages before someone stops replying. The reason opening messages on dating apps are so reliably terrible is not that people are bad at conversation. It's that the app gives you nothing real to talk about.
You know what this person looks like. You know their age and what neighbourhood they live in. You know they like brunch. You have absolutely no idea why you two, specifically, might have an interesting conversation. And neither do they.
That's the gap Lovetick was designed to close.
What a connection note is
When Lovetick matches two people, each person receives a connection note. It's 2-4 sentences, written by the AI, explaining why these two specific people were paired.
Not "you're both adventurous." Not "87% compatible." Not a list of shared interests. A genuine observation about what makes this particular pairing interesting.
Here are three real examples from our internal testing:
"You both have a way of deflecting with humor before circling back to say what you actually mean. That's a specific kind of honesty. We think you'd recognize it in each other."
"You tend to think out loud. They tend to listen carefully and then say the thing that reframes everything. That back-and-forth could be really good."
"They mentioned something in passing during onboarding that you spent three messages talking about. The thing you care about a lot? They care about it too. They just don't lead with it."
Each person in the pair receives a different note, tailored to what would intrigue them specifically. The connection note has one job: create genuine curiosity. Not excitement. Not certainty. Curiosity. The kind that makes you actually want to say hello.
Why knowing "why" changes the conversation
There's a body of research on what psychologists call "conversational grounding," the process by which two people establish shared context at the start of an interaction. Herbert Clark's foundational work at Stanford showed that conversations are fundamentally collaborative. They require "common ground," a set of mutual beliefs, knowledge, or assumptions that both participants can build on (Clark & Brennan, 1991, Perspectives on Socially Shared Cognition).
On a typical dating app, the common ground between two strangers is essentially zero. You matched. That's it. The first few messages are spent in a kind of fumbling negotiation where both people try to figure out if there's a reason to keep talking. Most conversations die in this phase. Hinge's own data shows that 45% of matches never exchange a single message. Of those that do, the average conversation length is 12 messages before one person stops replying.
A connection note solves this by providing an immediate piece of common ground. Both people know why they were paired. Both people have something specific and real to explore. The conversation doesn't start from zero. It starts from something.
This matters more than it might seem. Research by Reis, Maniaci, Caprariello, Eastwick, and Finkel (2011, Journal of Personality and Social Psychology) found that perceived responsiveness, the feeling that the other person "gets" you, is the strongest predictor of initial romantic interest. Not attractiveness. Not shared hobbies. The sense that someone understands you.
A connection note primes both people for that experience. When you read "You both think a lot about what it means to be a good friend. You just come at it from different angles," you already feel, before anyone has said a word, that this person might understand something about you. That feeling makes you more open, more generous, and more willing to invest in the conversation.
Why no other app does this
We looked at every dating app in the constraint-based space: Known, Cuffed, Once, Delight, Amata, and the not-yet-launched Overtone from the founder of Hinge. We also looked at the major platforms: Tinder, Bumble, Hinge, OkCupid.
None of them provide AI-generated connection notes that explain why two people were matched.
Hinge launched a feature called "Match Note" in early 2025 that lets users write a 255-character private message to accompany a like. It's a nice feature, but it's fundamentally different. A Match Note is written by the user, about themselves. A connection note is written by the AI, about the relationship between two people. One is a pitch. The other is an observation.
Known lets you ask its AI "what's their vibe?" about a match. It will describe the other person's general qualities. But it doesn't explain why you two, specifically, were paired. It describes an individual, not a dynamic.
The reason no competitor does this is structural. To write a meaningful connection note, you need three things:
First, you need deep portraits of both people. Lovetick builds these through a 10-minute AI conversation during onboarding that explores how you think, what you find funny, what a good day looks like, and what matters to you. This isn't a questionnaire. It's a conversation. And it captures things that a profile never could: communication style, emotional depth, humor wavelength, how someone talks about the people they care about.
Second, you need a matching model that predicts interaction dynamics, not just individual compatibility. Most dating apps match on individual attributes: age, location, interests, attractiveness rating. Lovetick's matching model is fundamentally different. It predicts how two specific people will interact. Will their communication styles complement each other? Will their humor land? Will one person's depth find the other's curiosity? This is a harder problem, but it's the right one, because chemistry happens between people, not within profiles (Joel, Eastwick & Finkel, 2017, Psychological Science).
Third, you need a language model that can articulate something subtle and true about two strangers. The connection note has to be warm without being cheesy, specific without being invasive, and confident without overpromising. It cannot sound like a horoscope. It cannot sound like a clinical report. It has to sound like a perceptive friend making an observation.
These three requirements together create a high barrier to entry. It's not a feature you bolt onto an existing app. It's the output of a fundamentally different architecture.
What a connection note is not
It is not a compatibility score. We will never tell you that you're "94% compatible" because that number is meaningless. Joel et al.'s 2017 study analysed 43 datasets and 11,196 couples and found that no combination of individual traits could predict which specific pairs would click. A number pretends to have certainty that the science doesn't support. A connection note acknowledges uncertainty while still giving you something real.
It is not a profile summary. The note never says "They like hiking, dogs, and coffee." You can learn that yourself. The note tells you something you couldn't learn from a profile, something about how this person thinks, communicates, or experiences the world.
It is not a promise. The note never says "you're going to love each other" or "this is your best match yet." It creates curiosity, not expectations. The difference matters, because expectations are what people feel disappointed by. Curiosity is what keeps them talking.
And it never reveals private information. The note is generated from onboarding data, but it never quotes specific answers. It never says "they also said their ideal weekend involves walking by the canal." It references themes and patterns, never specifics. Both people should read their connection note and feel intrigued, never surveilled.
The screenshot test
Here is something we noticed early in testing: people screenshot their connection notes.
This surprised us at first, but it makes sense. The note articulates something about a new person in your life that feels personal and specific. It's the kind of thing you'd send to a friend: "Look what my dating app said about us." Not because it's a gimmick, but because it says something that feels true and that you wouldn't have known how to say yourself.
We think this is the most honest test of whether a product feature works. People don't screenshot things that feel generic. They screenshot things that feel like they were written for them.
No one has ever screenshotted a Tinder notification that says "New match!" No one has ever sent a friend a screenshot of Bumble telling them they "vibed" with someone. These are empty signals. A connection note is a full signal. It gives you a reason to care, and a reason to say hello.
What it feels like in practice
You open Lovetick. There's someone new. Before any conversation starts, you see a card:
"You're someone who thinks before they speak. They're someone who speaks to figure out what they think. There's something about that combination."
Now you know something. Not everything. But enough to feel genuinely curious about this person. Enough to want to find out whether the observation is right.
Your first message isn't "hey." It's not "nice photos." It's something real, because the app gave you something real to work with.
And the other person is having the same experience, with a different note, tailored to what the AI thinks would intrigue them about you.
Both of you start the conversation already on the same side. Already curious. Already primed to notice the things about each other that the AI predicted you'd notice.
That's what matching should feel like. Not "here's a face, good luck." But "here's a person, and here's why we think you'd enjoy talking to them."
Every dating app tells you that you matched. We think you deserve to know why.