How I Built a Twitter Growth Tool That Predicts User Behavior by@ufocoder

How I Built a Twitter Growth Tool That Predicts User Behavior

LabSocial is a Twitter growth tool that predicts users’ behavior on Twitter. By predicting which users are most likely to follow you or reply to you, you can save time and effort when trying to grow your Twitter following. The tool, LabSocial, can help identify the people who are most important for your effective engagement. It can help you to save a lot of time by helping you to avoid sending replies that will fall on deaf ears. When you visit any of the user list pages, it’ll show the predictions for those users on how likely they are to engage with you.
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Kazi Rabbany HackerNoon profile picture

Kazi Rabbany

Tech Entrepreneur; Coder; Building in public; 12 startups in 12 months in 2022. Follow me to ride the journey with me.


If you are following me on Twitter, then you know that I am actively building my audience there. The indie hacker community is very active on Twitter and so I decided to “build in public”.


Photo by Joshua Hoehne on Unsplash

Photo by Joshua Hoehne on Unsplash

Initially, I found it difficult to grow my Twitter following due to the fact that I had only a few followers. So I thought I should build a Twitter growth tool that will help people who are just starting out to build an audience on Twitter. In this post, I’ll talk about my Twitter growth tool that predicts users’ behavior on Twitter.

How Did I Come up With the Idea?

While I was trying to grow my audience and was playing with Twitter API, I started to see patterns in how people were using the platform and I realized that I could use my knowledge of the platform to help people grow their audiences.

Photo by Heidi Fin on Unsplash

Photo by Heidi Fin on Unsplash


I was analyzing some Twitter data one day and the idea hit me. I could write an algorithm to calculate a score that is used to predict if a user is likely to follow you or reply to your engagement. This score is based on a number of factors such as the number of followers the user has, the number of people they are following, and the ratio of followers to following.


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What Do You Need This Prediction for?

By predicting which users are most likely to follow you or reply to you, you can save time and effort when trying to grow your Twitter following.

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I quickly learned that engaging with other people is crucial for Twitter's growth. However, it can be difficult to know how to do the engagements. When you are building an audience, it is important to engage with people effectively. This means being able to understand what interests them and responding in a way that engages them.


Effective engagement on Twitter is engaging in a way that leads to productive conversation and that leads to conversions. However, it can be time-consuming to select whom to connect with. My tool, LabSocial, can help identify the people who are most important for your effective engagement. And it can help you to save a lot of time by helping you to avoid sending replies that will fall on deaf ears.

How Does LabSocial Work?

Once you log into LabSocial, it will take you to its dashboard where you can currently monitor 3 types of people on your Twitter network:

  • Your Twitter friends

  • Your following

  • Your followers


When you’ll visit any of the user list pages, it’ll show the predictions for those users on how likely they are to engage with you.


The preview of  'Twitter friends' page

The preview of 'Twitter friends' page

Additionally, LabSocial allows you to easily see the list of your “Twitter friends.” When two people follow each other, I call them Twitter friends.

How Can You Use the Tool?

To determine who you should engage with, you can filter the user list by how likely they are to reply. You can easily do that by selecting the “Filter Result” select field on each user list page. You can even sort the filtered results by the follower counter to further explore your audience better.

Filtering users by likeliness to reply

Filtering users by likeliness to reply


From that list, if a user’s topic matches your interest, you can check out their latest tweet and reply. You can also keep track of your previous interactions by clicking on the “Previous Interactions” button.


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I hope that this post has provided you with a better understanding of my Twitter growth tool, LabSocial. The tool is still in its early stages, but it has already been helpful to many people who are building their audience on Twitter.


There is a public roadmap and a lot of new features are coming out soon. Feel free to upvote your favorite idea or request a new one. If you have any questions, please contact me on Twitter.


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Kazi Rabbany HackerNoon profile picture
by Kazi Rabbany @ufocoder.Tech Entrepreneur; Coder; Building in public; 12 startups in 12 months in 2022. Follow me to ride the journey with me.
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