Match Photo and Bio Analysis

The first message is often the hardest part of dating apps. The profile is open, the photos look good, the person seems interesting, but your mind goes blank. You do not want to send “Hey, how are you?” and coming up with something natural from scratch can take longer than the swipe itself.

That is what Match Analyzer in ProRoast is for. You show the AI someone’s profile, and a few seconds later you get a short profile breakdown and three ready-to-send first messages. Not generic lines for any situation, but openers based on real details from the person’s photos or bio.

How it works

Match Analyzer starts from the main analysis screen with one tap.

Then you add up to three photos from the other person’s profile. These can be screenshots or saved images. The app converts them to a portrait format and compresses them on the device, so it does not send unnecessary megabytes.

If the profile has text, you can add that too: bio, interests, prompts, or any other details from the profile. This is optional, but it helps a lot. The more context the AI has, the easier it is to find something worth starting a conversation about.

There is one more source of context that makes the result feel closer to you. If you have filled out your own profile in ProRoast, it is taken into account as well. This means the openers do not sound like random templates. They sound more like something you could actually send.

After you tap “Analyze,” the photos and text are sent for AI analysis. The app scrolls straight to the result. If you change the photos, the previous analysis is cleared because it belonged to a different input.

What the analysis shows

The result has three parts.

Profile summary. The AI describes the person’s general vibe, visible interests, and details it noticed from the photos and text. This gives you a quick sense of whether the profile was understood correctly.

Signals. These are short conversation hooks you can use. For example, a guitar in the background, skiing photos, clothing style, a dog in the picture, a specific travel location, or a detail from the bio. These are easy to miss when you are scrolling through a profile quickly.

Three openers. This is the main part. You get three first-message options in different tones.

The warm version is good for a calm and safe start. The playful version adds humor and a little teasing. The bold version sounds more confident and can include a bit of flirting.

Each opener is almost ready to send. Next to it, the app shows the hook behind the message, so you understand which profile detail it is based on. This helps you see the logic instead of copying blindly.

Even better, the app shows a possible continuation of the conversation. Usually, this means a few short messages starting with a possible reply from your match. You can see not only what to send first, but also where the conversation might go next.

If the uploaded image does not contain a profile, the AI will not invent a fake analysis. The app shows a “profile not found” error, so you do not get a nice-looking but useless result.

Access and privacy

One analysis is available for free. That is enough to try the feature on a real profile and see if it works for you.

After that, Match Analyzer is available with a subscription. The reason is simple: photo analysis with a vision model costs more tokens than regular text generation, so the limits are stricter here.

Analysis results are not saved on the server or in the app history. You view the breakdown, copy the opener you like, and the other person’s profile data is not kept anywhere.

The app only stores anonymous local usage counters.

Analytics

Analytics are intentionally minimal. Only a screen-view event is sent when the analysis screen is opened, with no photos, no profile text, and no extra parameters.

Inside the app, only general usage actions are counted: how many analyses were completed, how many photos were sent, and how often users added profile text. This is enough to understand how people use the feature without collecting personal content.

Photos and profile texts never go into analytics.

The point

Match Analyzer removes the most awkward part of online dating: liking someone and not knowing what to write first.

Instead of a dry “hey,” you get three personal options in different tones. Each opener is based on a real profile detail, shows its logic, and gives you an idea of how the conversation could continue.

This turns the other person’s profile from a set of photos into a clear reason to start a conversation.