Generates complete songs and vocals from text prompts, offering robust tools for lyrics and instrumental customization.
Dify records 819,691 monthly visits with -15% month-over-month growth and Freemium pricing. Suno records 78,046,702 monthly visits with +3.4% growth and Freemium pricing.

Build, deploy, and govern production-ready agentic AI workflows
| +2.59M (+3.4%) |
| Primary Market & Share | 🇨🇳 China (46.7%) | 🇺🇸 United States (20%) |
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| Direct Visits / mo | 470.6K | 45.35M |
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| User Rating | 4.8 | 4.7 |
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| Supported Platforms | Website | Website |
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Build, deploy, and govern production-ready agentic AI workflows
A visual canvas where retrieval, branching, tool calls, human review, and model steps form a visible, testable execution path you can debug and hand off.
Create agents through chat or manual configuration, give them skills, tools, and knowledge, then ship them as apps, embeds, or reusable nodes inside workflows.
Build repeatable ingestion pipelines for documents, sites, and drives, with extraction, cleaning, chunking, indexing, and retrieval testing before you go live.
Install model providers, tools, data sources, and MCP integrations once and reuse approved plugins across every app in the workspace.

Generative AI music platform and browser studio for creating full vocal songs, stems, and MIDI.
Generates complete, structurally coherent songs with verses, choruses, bridges, and realistic emotional vocal delivery from either a simple mood description or custom metatagged lyrics.
Provides Premier subscribers with an in-browser multi-track production environment featuring timeline editing, audio effects, parameter automation, and direct MIDI file export for downstream DAW workflows.
Splits generated or uploaded songs into isolated vocal, drum, bass, and melodic instrument stems, using generative reconstruction to minimize phase bleed and artifacts.
Allows creators to highlight a specific time range within a track to rewrite lyrics, fix pronunciation, or regenerate a musical transition without altering the rest of the arrangement.
Generates complete songs and vocals from text prompts, offering robust tools for lyrics and instrumental customization.
Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
#2
SpecialistExcels at separating existing audio into isolated stems rather than generating original songs from scratch.
Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility.
Creates full songs and beats from text prompts, offering a straightforward alternative for quick music generation.
Matches Suno's full-song generation quality with exceptional vocal clarity, though its interface handles extension workflows differently.

Free / Open-sourceA self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.

Generates royalty-free songs and instrumentals from text prompts, though with less advanced vocal modulation features.

SpecialistProvides advanced programmatic frameworks for document parsing and RAG pipelines, but requires coding instead of visual canvases.

Produces full songs and stems from text descriptions, though with a different UI and audio export workflow.
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.

Creates and masters royalty-free tracks tailored for content creators, with less emphasis on full vocal song production.
Generates complete songs and vocals from text prompts, offering robust tools for lyrics and instrumental customization.
Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
SpecialistExcels at separating existing audio into isolated stems rather than generating original songs from scratch.
Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility.
Creates full songs and beats from text prompts, offering a straightforward alternative for quick music generation.
Matches Suno's full-song generation quality with exceptional vocal clarity, though its interface handles extension workflows differently.
Free / Open-sourceA self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.
Generates royalty-free songs and instrumentals from text prompts, though with less advanced vocal modulation features.
SpecialistProvides advanced programmatic frameworks for document parsing and RAG pipelines, but requires coding instead of visual canvases.
Produces full songs and stems from text descriptions, though with a different UI and audio export workflow.
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
Creates and masters royalty-free tracks tailored for content creators, with less emphasis on full vocal song production.