As we trace the evolution of music creation—from ancient notation to multitrack recording technology and now AI-powered music generation—technological advancements are lowering the barriers to musical expression at an unprecedented pace. Statistics indicate that the global AI music market is projected to reach $2.6 billion by 2024, with a compound annual growth rate of 15.8%. In this era of brimming opportunities, selecting the right AI music tool has become crucial.

This article presents a comprehensive evaluation of six leading AI music generation platforms based on a month-long in-depth experience. The assessment covers four dimensions: functional completeness, sound quality performance, user experience, and innovation. We focus on technical specifications and real-world application performance in creative scenarios, aiming to provide the most practical selection reference for creators with diverse needs.

Assessment System Description

To ensure the objectivity and comprehensiveness of the assessment, we have established an evaluation system comprising 4 primary indicators and 12 secondary indicators:

• Functional Completeness (30%):

Core Feature Richness

Distinctiveness of Unique Features

Workflow Sophistication

• Sound Quality (25%):

Naturalness of Vocals

Authenticity of Instruments

Mixing Quality

• User Experience (25%):

User-Friendliness

Learning Curve

Response Speed

• Innovation (20%):

Technical Uniqueness

Creative Freedom

Speed of Updates and Iterations

Platform In-Depth Review

MakeBestMusic: A Comprehensive Professional Creation Suite

The platform leverages cutting-edge AI models to generate music that isn't just technically precise but also emotionally resonant, setting it apart in terms of audio fidelity and natural flow. MakeBestMusic demonstrates balanced and leading comprehensive capabilities across all evaluation dimensions. Its functionality spans the entire workflow from creative inspiration to commercial delivery.

• Core Feature Experience:

The Text to Music feature supports precise recognition of hundreds of music genres. Utilizing multimodal input analysis technology, it not only responds to style descriptions like “a pop song with jazz chord progressions” but also combines emotional tags and tempo parameters to create accurate compositions. In testing, it demonstrated notably high accuracy in handling complex descriptions, surpassing AIVA and Soundraw.

The distinctive AI Voice Cover feature employs patented voice conversion technology. Through emotional feature extraction and timbre mapping algorithms, it can convert voice while preserving emotional expression—including vocal breath control and articulation details—solving the common issue of “emotional distortion” found in similar tools. The Split Music function excels, achieving exceptionally high precision in separating vocals, drums, bass, and piano from pop songs, directly meeting the demands of professional mixing.

Additionally, the platform's built-in intelligent arrangement module supports custom track additions/removals and instrument replacements. Paired with automatic mixing suggestions that identify frequency conflicts and dynamic imbalances while offering optimization solutions, it forms a closed-loop workflow of “generation-editing-optimization.” This comprehensive workflow stands as the industry leader in this evaluation.

• Sound Quality Performance:

In the audio quality test, music generated by MakeBestMusic delivered outstanding performance at 44.1kHz/24-bit resolution. Vocal and instrumental integration achieved professional standards, with balanced frequency distribution across all bands. Notably, it excelled in handling mid-to-high frequency details compared to other platforms.

• User Experience:

The interface features an elegant design and intuitive operation. Beginners can complete their first piece within five minutes using preset templates, while professional users can fine-tune parameters like chord progressions and arrangement density for sophisticated creations. The platform's server response time consistently remains at 2-3 seconds, outperforming AIVA's 5-8 second response time. It demonstrated exceptional stability during a week-long high-load test, experiencing no crashes or lag.

Soundraw: The Intelligent Engine for Melodic Inspiration

Soundraw has earned its place in the evaluation with its unique melody generation model. The platform focuses on the intelligent generation of melody fragments, providing creators with a wealth of inspirational material.

• Core Feature Experience:

The platform's “infinite generation” mode supports keyword-driven melody creation. After inputting descriptions like “hopeful pop chorus,” it generates 23 creative fragments within 10 minutes, with 7 meeting direct-use standards. Its melody editing feature allows drag-and-drop adjustments to note positions and durations, but lacks multi-track arrangement capabilities, requiring MIDI file export to other software for subsequent production.

• Sound Quality Performance:

The generated melody fragments demonstrate stable sound quality. While their complexity is limited, the tonal authenticity of individual instruments is satisfactory. Particularly in the reproduction of acoustic instruments like the piano and guitar, the attention to detail is quite impressive.

• User Experience:

Ideal for musicians seeking quick creative inspiration or creators searching for background music for video production. Its clean interface design and clear functional focus allow users to concentrate solely on the melody creation process itself.

AIVA: The Expert Solution for Classical Music Accompaniment

AIVA, as an AI composition engine certified by the Music Authors Association, has built substantial technical expertise in classical music and film scoring through a hybrid technology approach combining rule-based engines with deep learning.

• Core Feature Experience:

The platform is specifically optimized for orchestral arrangements, demonstrating exceptional balance across all sections in symphonic generation tests. The generated scores exhibit distinct emotional tension and spatial depth, fully meeting the soundtrack requirements of professional film and television projects.

• Sound Quality Performance:

The system employs a technical approach combining rule-based AI with deep learning to ensure generated works adhere to classical music theory standards. In practical testing, it demonstrated an accuracy rate of up to 85% in interpreting stylistic nuances across Baroque, Classical, and Romantic periods.

• User Experience:

Ideal for professional users such as game developers, film and television producers, and advertising agencies who require high-quality background music. Their works can be directly used in commercial projects, saving significant production costs.

Mubert: A Streaming Platform for Electronic Music Generation

Mubert leverages real-time streaming generation as its core feature, utilizing GAN generative models to establish a differentiated competitive advantage in the electronic music sector.

• Core Feature Experience:

The platform's real-time generation engine continuously outputs an uninterrupted music stream, allowing users to dynamically control the music's progression by adjusting parameters such as intensity and energy. During a 3-hour continuous test, the system demonstrated excellent stability with no noticeable repetition or stuttering.

• Sound Quality Performance:
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It excels in electronic music sound design, particularly delivering satisfying richness and layering in synthesizer tones. The generated music achieves commercial-grade standards in loudness and dynamic range control.

• User Experience:

Ideal for scenarios requiring extended audio playback, such as live streaming background music, meditation tracks, and focus-enhancing work music. Its API interface also provides integration possibilities for developers.

Boomy: A Quick Start Guide for Beginners

Boomy offers the most accessible entry point for music creation beginners with its streamlined workflow and rapid generation speed.

• Core Feature Experience:

From registration to generating your first complete piece, it takes an average of just 5 minutes. The platform significantly lowers the learning curve through simplified style selection and intelligent recommendations. In usability tests, even participants with no musical background could quickly get started.

• Sound Quality Performance:

Beyond music generation, the platform also offers distribution services to help emerging artists release their work on major music platforms. This comprehensive workflow from creation to release is a key feature that sets it apart from other platforms.

• User Experience:

Although the complexity of the generated works is relatively limited, the overall quality and listening experience are satisfactory, particularly demonstrating consistent performance in the pop music domain

Loudly: An Innovative Fusion Lab of Diverse Styles

Loudly demonstrates unique strengths in blending and innovating musical styles, offering new possibilities for creators seeking to break through traditional musical boundaries.

• Core Feature Experience:

The platform boasts an extensive sound library and intelligent blending algorithms that seamlessly integrate the distinctive characteristics of diverse music genres. During testing, its ability to interpret complex requirements like “electronic music fused with traditional instruments” proved remarkably impressive.

• Sound Quality Performance:

It demonstrates excellent adaptability across diverse tonal styles, with precise balance control between instruments, achieving commercial-grade overall mixing quality.

• User Experience:

In the style innovation test, the platform successfully generated multiple original music fragments, demonstrating its potential for musical innovation. Preset smart templates also provide creative convenience for users unfamiliar with music theory.

Detailed Comparative Analysis

• Functional Integrity Comparison:

MakeBestMusic topped the rankings with a score of 28.5 out of 30, offering a comprehensive feature matrix and professional-grade toolkit that covers the entire workflow from creation to post-production. Soundraw achieved 24 points in the melody generation category, while AIVA scored 26 points in the classical music domain, each demonstrating distinct specialized strengths.

• Sound Quality Ranking:

In double-blind listening tests, MakeBestMusic's generated music received the highest ratings for detail reproduction and overall balance. AIVA demonstrated exceptional performance in classical music sound quality, while Mubert excelled in electronic music with its distinctive sound design.

• User Experience Rating:

Boomy leads in usability with a score of 24 out of 25, its minimalist design lowering the learning curve; MakeBestMusic scores 23, achieving the best balance between feature richness and ease of operation; AIVA scores only 18 due to slower response times, while the remaining platforms score between 19 and 22.

• Innovation Assessment:

Loudly excels in stylistic innovation, while MakeBestMusic demonstrates a leading edge in technological integration and functional innovation, with its music separation and vocal conversion features standing out uniquely in evaluations.

Recommendations for Adapting Creative Scenarios

• Individual creators:

For a comprehensive end-to-end creative experience, we recommend MakeBestMusic. Its complete workflow covers everything from sparking inspiration to delivering finished output, with a moderate learning curve. If you need to quickly generate simple pieces, choose Boomy—create and publish in just 5 minutes.

• Professional Musician:

MakeBestMusic's professional tools, including music separation and intelligent mixing, serve as creative aids to enhance post-production efficiency. Film, television, and game soundtrack creators can pair these tools with AIVA, whose orchestral generation capabilities complement classical-style composition needs.

• Content Creator:

Short video and vlog creators can prioritize Soundraw for melody inspiration, then use MakeBestMusic to complete full soundtrack production, balancing efficiency and quality. Live streamers and meditation content creators will find Mubert's real-time music streaming feature ideal.

• Corporate Users:

MakeBestMusic's commercial licensing model and professional output quality align with the demands of enterprise-level clients in advertising, film, and television, while its stable technical performance ensures efficient project delivery. Game development teams may consider AIVA, whose copyright protection system and soundtrack expertise meet commercial standards.

Future Development Trends

Based on observations and analysis during the evaluation process, AI music generation tools are evolving in the following directions:

Technology Convergence: Multimodal technologies are being deeply integrated, with continuous improvements in cross-modal conversion accuracy across text, images, and audio. MakeBestMusic has achieved synchronized generation of lyrics and melodies, representing the developmental trajectory of this field.

Personalization: Adaptive recommendations based on user creative habits are emerging as a trend. Platforms optimize generation outcomes by learning user style preferences, reducing manual adjustment costs.

Professionalization: Specialized tools for niche domains are proliferating—AIVA focuses on classical scoring, while Mubert deepens expertise in electronic music. Yet comprehensive platforms, through modular functional design, are achieving a balance of “professional depth and scenario breadth.”

Ecosystem Development: Building a complete ecosystem spanning creation, distribution, and copyright protection has become a core competitive focus. Boomy's distribution services, AIVA's blockchain-based evidence storage, and MakeBestMusic's commercial licensing system all demonstrate this ecosystem-oriented approach.

Conclusion

All six platforms have developed unique competitive advantages based on their distinct positioning: MakeBestMusic leads in comprehensive capabilities through its end-to-end functionality, stable audio quality, and balanced user experience; AIVA sets professional standards in classical scoring and commercial licensing; Mubert's real-time streaming generation technology caters to specific scenario demands; Soundraw serves as an efficient tool for capturing melodic inspiration; Boomy lowers the creative barrier with its minimalist design; Loudly demonstrates unique value in innovative style fusion.

For creators, the most important task isn't finding the “best” tool, but selecting the platform that best aligns with their creative needs and skill level. Readers are advised to select the tool most likely to spark their inspiration, based on the findings of this review and their specific requirements.

With the rapid advancement of AI technology, the democratization of music creation is accelerating. Whether you're a professional musician or a hobbyist, these AI music tools will become trusted companions on your creative journey. We look forward to hearing more outstanding AI-assisted musical works in the near future.