Score transparency

How Our Score Tooltips Work

You may have noticed that we use a lot of tooltips throughout AI Girlfriend Expert.

These tooltips explain our ratings and provide helpful information, giving you more context before you sign up for an AI girlfriend app.

This page explains where we use tooltips and what each type of tooltip does.

Why do we use tooltips?

Our reviews contain a lot of data. We have an overall performance score, eight category ratings, subscores, and dozens of individual scored tests.

This level of detail makes our reviews more helpful and accurate, but it can also feel overwhelming.

We have received plenty of emails from readers who simply want to know which app is the best. If we bored those people to death with a crazy number of statistics and data points, our reviews would quickly become annoying.

That is why we place a lot of the additional information inside tooltips. You can choose to open them when you want more context without having all the data displayed on the page at once.

Each tooltip can be recognized by the icon shown below.

Tooltip iconLook for this icon next to scores, product cards, and labels throughout the site.

On desktop, you can open a tooltip by hovering over it. On mobile, simply tap the tooltip icon.

We currently use five main types of tooltips.

1. Product information tooltips

Product information tooltips can be found in our directories, including the directory on our homepage.

They appear next to certain text and give you some quick additional information about a platform, such as what it is best for and anything you may need to watch out for.

  • Used in app directories
  • Used on our homepage
Product summary

A short description of what the platform is and how it is positioned.

Watch out for

An important limitation or trade-off worth knowing before you sign up.

Candy AI

Great images and interactive roleplay experience

  • Best forBeginners · NSFW Roleplay · Interactive roleplay · Generating NSFW
  • Watch out forFree users · Creators wanting more customization options
Best for

Who the platform suits best and the kind of experience it is built around.

  1. Product summary

    A short description of what the platform is and how it is positioned.

  2. Best for

    Who the platform suits best and the kind of experience it is built around.

  3. Watch out for

    An important limitation or trade-off worth knowing before you sign up.

2. Overall performance tooltips

Overall performance tooltips appear in our reviews and roundup pages.

They give you a quick one-line explanation of how the app performed in our testing.

  • Used on review pages
  • Used on roundup pages
  • Opens from score icon
Quick explanation

What the rating stands for at a glance.

Score roadmap

Shows how the overall score connects to categories, subscores, and evidence.

What it is

Shows how well the app performs across all eight testing areas, with more important areas counting more toward the final result.

7.8Candy AI

Avg: 7.8

Where this sits

Score distribution

0.110.0
Overall score and average

The app’s score compared with the average across tested apps.

Category scores

Performance across the eight main categories.

  1. Quick explanation

    What the rating stands for at a glance.

  2. Overall score and average

    The app’s score compared with the average across tested apps.

  3. Score roadmap

    Shows how the overall score connects to categories, subscores, and evidence.

  4. Category scores

    Performance across the eight main categories.

3. Category score tooltips

Category score tooltips explain how an AI girlfriend app performed in a specific category, such as Chat, Images, Privacy, or Pricing.

They show you:

  • The app’s score for that category
  • The average category score across all the apps we have reviewed
  • The subscores that make up the category rating
  • A score distribution showing how the app compares with other apps
  • Used on review pages
  • Used on roundup pages
  • Opens from category score icon
Quick explanation

The app’s score for that category.

Subscores

The subscores that make up the category rating.

What it is

Shows how well the AI understands users, feels human, and performs reliably during conversations.

8.4Chat

Avg: 8.4

Subscores

8.1Understanding
8.9Realism
8.3Reliability

Score distribution

0.110.0
Site average

The average category score across all the apps we have reviewed.

Score distribution

A score distribution showing how the app compares with other apps.

  1. Quick explanation

    The app’s score for that category.

  2. Site average

    The average category score across all the apps we have reviewed.

  3. Subscores

    The subscores that make up the category rating.

  4. Score distribution

    A score distribution showing how the app compares with other apps.

You can click a range inside the score distribution to see every app that scored within that range.

For example, selecting the range from 8.9 to 9.2 will show you all the reviewed apps with a category score between 8.9 and 9.2.

4. Subscore tooltips

Subscore tooltips work similarly to category score tooltips, but they go one level deeper.

They quickly explain what the subscore measures and show you:

  • The app’s subscore
  • The average subscore across all the apps we have reviewed
  • The evidence used to calculate the score
  • A score distribution comparing the app with others
  • Used on review pages
  • Used on roundup pages
  • Opens from subscore icon
Quick explanation

A quick explanation of what the subscore measures.

Scored tests

The evidence used to calculate the score.

What it is

Measures how well the AI remembers details, follows instructions, understands context, and stays accurate during roleplay.

8.1Understanding

Avg: 8.1

Evidence

8.4Memory
8.8Relevance
8.0Context
8.0Instructions
7.2Roleplay Accuracy

Score distribution

0.110.0
Subscore and average

The app’s subscore and the average subscore across all the apps we have reviewed.

Score distribution

A score distribution comparing the app with others.

  1. Quick explanation

    A quick explanation of what the subscore measures.

  2. Subscore and average

    The app’s subscore and the average subscore across all the apps we have reviewed.

  3. Scored tests

    The evidence used to calculate the score.

  4. Score distribution

    A score distribution comparing the app with others.

You can select any range in the score distribution to see all the AI girlfriend apps that scored within it.

5. Additional information tooltips

We may also use smaller tooltips in other parts of the site whenever something needs a quick explanation.

These might explain a feature, term, calculation, warning, or piece of information that could otherwise be confusing.

It would not be worth listing every single tooltip on this page. Otherwise, you would still be here tomorrow.

The important thing to remember is simple: whenever you see a tooltip icon, hover over it on desktop or tap it on mobile to get more context.

Frequently asked questions

Real questions. Honest answers.

Why not show all methodology directly on every review?

Reviews already contain a large amount of testing data. Tooltips let us keep pages scannable while still giving curious readers a clear path to the full methodology when they want it.

Herman Carter
Do tooltips affect the score?

No. Tooltips explain scores. They do not calculate, change, or override any rating.

Herman Carter
Are tooltip results updated when reviews change?

Yes. When we retest an app or update methodology, the underlying score data changes and the tooltip content reflects the current result.

Herman Carter
Can I open tooltips on mobile?

Yes. On touch devices, tooltips open after tapping the info icon and can be dismissed without leaving the page.

Herman Carter
Where can I see the complete testing methodology?

Start with our main testing hub at /test/, then follow category, subscore, and evidence links from any tooltip or review ratings tab.

Herman Carter