February 17, 2023

Natural Language Playlist

AI-generated playlists using language-based search.

Best for:

  • Music Enthusiasts
  • Data Science Students
  • Casual Listeners

Use cases:

  • Discovering new music
  • Creating mood-specific playlists
  • Exploring niche genres

Users like:

  • Entertainment
  • Music Industry
  • Education

What is Natural Language Playlist?

Quick Introduction

Natural Language Playlist is an innovative tool that utilizes natural language processing (NLP) to enhance user experience in music discovery and playlist creation. It is primarily aimed at music enthusiasts who crave personalized playlists that reflect their unique tastes and preferences. By integrating with Spotify, this tool offers users the ability to generate playlists based on detailed textual descriptions. The idea is to go beyond simple genre or artist searches and delve into the nuances of lyrical meaning, sonic quality, and the overall ‘vibe’ of the music. Whether you’re looking for ‘Midwest Emo songs to cry in the shower to’ or ‘very danceable, high-energy tracks for lovers,’ Natural Language Playlist aims to cater to these specific needs in a way that traditional playlist generators cannot.

Developed by Abelardo Riojas, a passionate data science graduate and music aficionado, Natural Language Playlist reflects years of exploration into the intertwined relationship between music, language, and culture. Abelardo has curated a rich dataset of textual metadata to understand the intricacies of various musical and cultural elements, making this tool capable of creating highly specific and personalized playlists. It’s perfect for users who enjoy discovering new music and want playlists that resonate with their emotional or situational context.

Pros and Cons


  1. Highly Personalized: Generates unique playlists based on intricate textual descriptions, making your listening experience truly personalized.
  2. Integrates with Spotify: Easy login with Spotify, and the generated playlists are automatically added to your Spotify account, enhancing usability.
  3. Deeper Musical Understanding: Uses language to understand not just genres but also the cultural and lyrical nuances, making your playlist more enriched.


  1. Limited by Text Descriptions: Specific artist names or tracks might not yield the best results as it’s more suited for descriptive searches.
  2. Negations are Challenging: The model struggles with processing negations effectively, which might limit some types of searches.
  3. Dependence on Spotify: Requires a Spotify login for full functionality, limiting usability for non-Spotify users.


  • Generates personalized playlists using natural language descriptions.
  • Integrates seamlessly with Spotify for easy playlist management.
  • Focuses on musical and cultural nuances to enhance listening experience.

Features and Functionality

  • Natural Language Playlist Creation: Generates playlists based on detailed textual descriptions of musical preferences, making it highly customizable.
  • Spotify Integration: Logs in with Spotify, adding generated playlists directly to your Spotify account for streamlined access.
  • Cultural and Musical Understanding: Uses a dataset rich in textual metadata to understand various musical and cultural traits, offering more personalized recommendations.
  • User-friendly Interface: Simple to use interface that allows even non-tech savvy users to generate highly specific playlists.
  • Interactive Tips: Provides useful tips for better search results, enhancing user experience.

Integration and Compatibility

Natural Language Playlist integrates seamlessly with Spotify, allowing users to log in with their Spotify account and have playlists automatically added to their library. This integration leverages Spotify’s vast music library and ensures that users have direct access to their playlists without needing to manually import or export any data. Currently, it does not support integration with other music platforms, but this can also be seen as a strength, allowing it to focus exclusively on optimizing the experience for Spotify users.

Benefits and Advantages

  • Enhanced Personalization: Generates playlists that resonate with users’ unique tastes.
  • Time-Saving: Quickly creates complex playlists without manual effort.
  • Cultural Insight: Provides deeper understanding and matching of musical preferences.
  • Seamless Integration: Easy addition of playlists to your Spotify account for hassle-free access.
  • User Empowerment: Tips and guidance for better playlist descriptions improve the overall user experience.

Pricing and Licensing

Natural Language Playlist offers multiple pricing options to accommodate different user needs. It is available as a free tool with limited features, and users can opt for a subscription service that unlocks premium features and more sophisticated playlist generation options.

Do you use Natural Language Playlist?

The tool also offers a limited free trial allowing users to experience its capabilities before committing to a subscription. There is flexibility in pricing to ensure that it remains accessible to a broad audience of music lovers.

Support and Resources

Natural Language Playlist provides multiple support options to help users get the most out of the tool. These include a comprehensive knowledge base with detailed documentation, customer service via email for resolving specific issues, and a vibrant online community forum where users can share tips, ask questions, and stay updated on new features. Additionally, Abelardo Riojas maintains active communication about the project through social media channels, particularly Instagram, keeping users engaged and informed.

Natural Language Playlist as an Alternative to

Natural Language Playlist stands out as a unique alternative to traditional playlist generators like Spotify’s own Discover Weekly or Apple Music’s curation services. While these services rely heavily on user listening history and algorithmic suggestions based on past listens, Natural Language Playlist offers a depth by using natural language input to understand the full scope of a user’s tastes, moods, and cultural preferences. This results in highly specialized playlists that feel more personal and resonant compared to those generated by conventional algorithms.

Alternatives to Natural Language Playlist

  • Spotify’s Discover Weekly: Ideal for users who prefer algorithm-driven playlist recommendations based on previous listening habits.
  • Apple Music’s Curated Playlists: Offers expertly curated playlists often created by music industry professionals, suitable for users looking for professionally curated content.
  • Deezer’s Flow: Blends algorithmic recommendations with human curation, offering a hybrid approach to music discovery for users who enjoy a mixture of automated and manual playlist creation.


Natural Language Playlist is a groundbreaking tool for music lovers seeking a deeply personalized and contextually rich playlist experience. By combining natural language processing with a vast dataset of musical and cultural metadata, it excels in creating unique playlists that resonate on a personal level. Integrating seamlessly with Spotify makes it extremely user-friendly, and the availability of multiple support options ensures a smooth user experience. Whether you’re a casual listener or a dedicated music aficionado, Natural Language Playlist offers something unique that traditional playlist generators and curators simply can’t match.

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