TL;DR
- Best for developer-first chatbot building with AI: Botpress (free tier with $5 AI credit, visual building studio, 500 messages/mo free, vector DB storage, human handoff on Plus $79/mo, open-source heritage)
- Best for team-based conversational AI design with voice: Voiceflow (free Starter, Pro from $60/mo for 10K credits, multi-LLM support, white-labeling for agencies, voice + text channels, enterprise-grade design tool)
- Best for AI agents with forms, data, workflows, and email: TinyAgents (7 LLM providers, natively connected to TinyForms, TinyTables, TinyWorkflows, TinyEmails, free forever tier)
- The core difference: Botpress and Voiceflow are both chatbot/conversational AI platforms — they build customer-facing AI experiences on websites, apps, and voice channels. Botpress is more developer-oriented with code extensibility. Voiceflow is more design-oriented with team collaboration. TinyAgents is neither — it is backend AI that processes business data through automated workflows. Choose based on what you are building: a chatbot (Botpress/Voiceflow) or automated business operations (TinyAgents).
| Feature | TinyAgents | Botpress + Voiceflow |
|---|---|---|
| All-in-one | $49/mo | Separate tools |
| Native forms | ✓ | ✗ |
| Native database | ✓ | ✗ |
| AI agents | ✓ | ✗ |
| Data enrichment | ✓ | ✗ |
We used to run our lead enrichment and outreach through five different tools. With TinyCommand, it is just one flow.
— Ankit Solanki, InVideo
Botpress, Voiceflow, and TinyAgents represent three different approaches to AI in business. Understanding the distinction saves you from buying the wrong tool.
Botpress is a developer-first chatbot platform. Born from open-source roots, it gives technical teams a visual building studio combined with code extensibility. You design conversation flows visually, add AI-powered responses using built-in LLM integration, store context in vector databases, and deploy bots across web, messaging platforms, and APIs. The free tier includes $5 in monthly AI credits and 500 incoming messages — enough to build and test a production chatbot.
Voiceflow is a conversational AI design platform for teams. Where Botpress appeals to developers, Voiceflow appeals to product designers and CX teams who collaborate on chatbot and voice experiences. The visual canvas feels like Figma for conversations — drag, connect, test, iterate. Multi-LLM support, white-labeling for agencies, and both text and voice channels make it the enterprise choice for conversational AI design.
TinyAgents is not a chatbot platform at all. It does not build conversational interfaces. It does not deploy chat widgets on websites. It does not handle voice interactions. What it does is connect AI reasoning to business operations — scoring leads from form data, drafting emails from database context, enriching records, classifying inquiries. The AI works on your data, not on customer conversations.
Where Each Tool Wins
Where Botpress wins
Developer extensibility. Visual builder + JavaScript code actions. When the GUI reaches its limits, write custom logic. Voiceflow is design-first. TinyAgents has no chatbot builder.
RAG with vector DB. Upload documentation, store in vector database, ground bot responses in your content. Built-in knowledge base for accurate answers.
Free tier generosity. $5 AI credit, 500 messages, 1,000 table rows, 100MB vector storage — enough to build a real chatbot for free.
Where Voiceflow wins
Team collaboration. Figma-like canvas where PMs, designers, and developers co-create conversations. Botpress is more developer-solo. TinyAgents has no conversation design.
Voice channels. Text + voice from one canvas. Alexa, Google Assistant, phone IVR support. Botpress and TinyAgents are text-only.
Agency white-labeling. Multi-client workspace management with custom branding. Built for agencies managing chatbots across clients.
Where TinyAgents wins
All-in-one platform. AI + forms + database + workflows + email. Botpress and Voiceflow are chatbot platforms only. Business operations need separate tools.
7 LLM providers for operations. Claude, GPT-4, Gemini with per-step selection for business tasks. Not limited to chatbot responses.
Backend AI. Autonomous operations — scoring, drafting, enriching, classifying — without customer conversations. Different AI paradigm entirely.
Cheapest entry. $19/month for 5 products. Botpress Plus: $79/month. Voiceflow Pro: $60/month. Both for chatbots only.
No per-message pricing. Credits across all products. Botpress and Voiceflow charge per message/credit for conversation volume.
Three tools, three purposes
Botpress: Build chatbots with developer control. The visual studio lets you design conversation flows with nodes and connections — similar to a flowchart. AI nodes generate dynamic responses using LLMs. Knowledge bases ground responses in your documentation (vector DB storage for RAG). Code actions let developers write custom logic in JavaScript when the visual builder reaches its limits. Human handoff (Plus plan, $79/mo) transfers conversations to live agents when the bot cannot help.
Botpress scales from free (500 messages/month, 1 bot) through Plus ($79/mo, 5,000 messages) to Team ($445/mo, 50,000 messages). The per-message pricing means costs are predictable and tied to actual chatbot usage. For a SaaS company building a support chatbot that handles common questions and escalates complex issues, Botpress provides the technical depth to customize every interaction.
Voiceflow: Design conversational experiences as a team. The visual canvas is built for collaboration — multiple team members design, review, and iterate on conversation flows simultaneously. Where Botpress feels like an IDE, Voiceflow feels like a design tool. This matters for organizations where product managers, designers, and developers all contribute to the chatbot experience.
Voice channel support is Voiceflow's original differentiator (the name gives it away). Build experiences for both text chat and voice assistants from the same canvas. For companies deploying on Alexa, Google Assistant, phone IVR, or custom voice interfaces alongside web chat, Voiceflow handles both modalities.
Agency white-labeling on Business plans lets agencies build and manage chatbots for multiple clients under their own brand. Multi-client workspace management, usage-based billing that scales per client, and custom branding make Voiceflow the go-to for conversational AI agencies. Pro starts at $60/month for 10,000 credits. Business starts at $150/month for 30,000 credits.
TinyAgents: AI on your business data, not on conversations. TinyAgents connects 7 LLM providers (Claude, GPT-4, Gemini, and 4 others) to your business operations. A form submission triggers AI analysis. A database record gets AI-enriched. An email gets AI-drafted. A lead gets AI-scored. These operations happen automatically through TinyWorkflows — no conversation interface needed.
The key architectural difference: Botpress and Voiceflow create AI experiences that face your customers. TinyAgents creates AI processes that face your data. Botpress answers customer questions. Voiceflow designs conversational journeys. TinyAgents automates business decisions. All three use AI. They apply it to completely different problems.
The pricing comparison across all three: Botpress free gives 500 messages and 1 bot. Voiceflow free gives a limited Starter plan. TinyCommand free gives unlimited forms, 1,000 credits across 5 products. Botpress Plus at $79/month gives 5,000 messages for chatbot use. Voiceflow Pro at $60/month gives 10,000 credits for conversational design. TinyCommand at $19/month gives forms + database + automation + email + AI for business operations.
Who should choose what
Choose TinyAgents if:
- You need AI for backend operations — not chatbots or conversational interfaces
- Lead scoring, email drafting, data enrichment, and classification are your AI use cases
- 7 LLM providers with per-step model selection optimizes each business task
- AI connected to forms, databases, workflows, and email natively is essential
- $19/month for 5 products fits your budget better than $60-$445/month for chatbot platforms
- You do not need a customer-facing conversation — you need backend intelligence
- Free tier with all products lets you automate before investing in chatbot tooling
Choose Botpress if:
- You are building a chatbot and your team includes developers who want code extensibility
- RAG with vector database storage grounds bot responses in your documentation
- Human handoff to live agents is part of your support workflow
- The free tier with $5 AI credit and 500 messages lets you build and test before paying
- JavaScript code actions handle custom logic that visual builders cannot express
- You want open-source heritage with commercial cloud convenience
Choose Voiceflow if:
- Your team collaborates on conversational design — PMs, designers, and developers together
- Voice channel support (Alexa, Google Assistant, phone IVR) alongside text chat is required
- You are an agency building chatbots for multiple clients with white-labeling
- The design-first visual canvas feels more natural than developer-oriented tools
- Multi-LLM support with usage-based pricing gives you cost control and model flexibility
This comparison also applies to
- Teams comparing Botpress with Voiceflow directly (chatbot platform vs conversational design)
- Teams comparing TinyAgents with Dialogflow (Google conversational AI)
- Teams comparing TinyAgents with Rasa (open-source conversational AI framework)
- Companies deciding between building chatbots and automating backend operations
- Teams that need BOTH a chatbot (Botpress/Voiceflow) AND backend AI (TinyAgents)
