Quick comparison # App Pricing Verified price Open source Platforms Verified facts Score 1 Yellow.aiFree plan + paid $0.99 per resolution after free sessions No Web 5 of 5 59.4 2 DifyOpen source $590 per workspace/year Yes Web, Self-hosted 4 of 4 42.3 3 CozeFree plan + paid — No Web, Self-hosted 3 of 3 42.3 4 LangflowOpen source — Yes Web, Windows, macOS +2 5 of 5 42.3
1 Best for: Large enterprises automating support across voice, chat and email in many languages
Free plan + paid Web
Why switch from Botpress
Enterprise-focused, with voice and email agents and large integration catalogue.
Pros Covers voice, chat, email and SMS in one platform Large catalogue of ready-made enterprise integrations Wide language support for voice agents Free tier to try the builder before talking to salesCons Enterprise pricing is quote-only Free plan is limited to one agent and low volume More complex to adopt than self-serve chatbot buildersHow this score is calculated Editorial fit ×0.3 69
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
2 Best for: Developers and teams building LLM chatbots, agents and RAG apps they can self-host
Open source Self-hostable Web, Self-hosted
Why switch from Botpress
Open-source and self-hostable, with visual agent workflows and a built-in knowledge base.
Pros Visual workflow builder with agents, tools and logic Built-in knowledge base for answering from your own documents Self-hostable Community Edition via Docker Compose Works with many model providersCons Licence adds conditions beyond a standard open-source licence Steeper learning curve than simple no-code chatbot builders Cloud free tier has small message and app quotasHow this score is calculated Editorial fit ×0.3 12
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
3 Best for: Makers and small teams who want to build AI agents from plugins and visual workflows.
Free plan + paid Web, Self-hosted
Why switch from Botpress
Free tier and a large plugin set for quickly assembling AI bots.
Pros Visual workflow editor with plugins, knowledge bases and memory built in Free tier for trying ideas before paying Open-source Coze Studio and Coze Loop for self-hosting under Apache 2.0Cons Hosted service is run by ByteDance, which some companies rule out for data reasons Credit-based usage makes costs harder to predict The open-source edition lacks some features of the hosted serviceHow this score is calculated Editorial fit ×0.3 12
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
4 Best for: Developers prototyping AI agents and RAG flows visually who want Python-level control
Open source Self-hostable Web, Windows, macOS, Linux, Self-hosted
Why switch from Botpress
Open-source and free to self-host, for developers who want code-level control over agent flows.
Pros MIT licensed and free to self-host Every component is editable Python code Can expose flows as MCP servers and connect to external MCP tools Works with many LLM providers and vector storesCons Assumes some understanding of LLM concepts like embeddings and vector stores Self-hosted production setups need your own scaling and monitoring No built-in channel integrations like WhatsApp or live-agent handoffHow this score is calculated Editorial fit ×0.3 12
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula