Similar all-in-one email marketing and automation suite, but with a more established design ecosystem and slightly different pricing tiers.

Brevo records 6,527,382 monthly visits with +5.8% month-over-month growth and Freemium pricing. Dify records 819,691 monthly visits with -15% growth and Freemium pricing.

Build, deploy, and govern production-ready agentic AI workflows
| -144.26K (-15%) |
| Primary Market & Share | 🇫🇷 France (17.5%) | 🇨🇳 China (46.7%) |
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| Direct Visits / mo | 4.23M | 470.6K |
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| User Rating | 4.5 | 4.8 |
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| Supported Platforms | Website | Website |
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All-in-one customer platform for email, SMS, CRM, and automation
Run email, SMS, WhatsApp, push, and mobile wallet campaigns from a drag-and-drop editor with ready-made templates.
Build no-code workflows and multichannel customer journeys with A/B testing, advanced segmentation, and web and event tracking.
Manage deals with custom pipelines, sales automation, live chat, chatbot, and meeting scheduling in the same platform.
AI agents generate campaign copy, auto-segment audiences, optimize send times, enrich contacts, and turn data questions into visual insights.

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.
Similar all-in-one email marketing and automation suite, but with a more established design ecosystem and slightly different pricing tiers.


Exceptional focus on eCommerce data and advanced segmentation, though less of a general-purpose small business CRM than Brevo.

Simpler, highly intuitive email campaign builder with great free tiers, but lighter on built-in CRM and multi-channel features.

Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.

Comprehensive online marketing suite with built-in webinars and landing pages, though interface can feel busier.
Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility.
SpecialistHighly customizable modern CRM with flexible data models, but lacks Brevo's native high-volume email marketing and SMS broadcasting.

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

Powerful advanced marketing automation and CRM pipelines, though with a steeper learning curve for simple email campaigns.

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

Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.

Built for scaling multi-agent workforces and B2B task automation, though less focused on open-source RAG pipelines.
Similar all-in-one email marketing and automation suite, but with a more established design ecosystem and slightly different pricing tiers.
Exceptional focus on eCommerce data and advanced segmentation, though less of a general-purpose small business CRM than Brevo.
Simpler, highly intuitive email campaign builder with great free tiers, but lighter on built-in CRM and multi-channel features.
Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
Comprehensive online marketing suite with built-in webinars and landing pages, though interface can feel busier.
Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility.
Free / Open-sourceA self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.
Powerful advanced marketing automation and CRM pipelines, though with a steeper learning curve for simple email campaigns.
SpecialistProvides advanced programmatic frameworks for document parsing and RAG pipelines, but requires coding instead of visual canvases.
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
Built for scaling multi-agent workforces and B2B task automation, though less focused on open-source RAG pipelines.