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Introducing Span-02

Botpress vs Glue (2026)

Updated March 27, 2026

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Overview

Rating
10.0 / 10
Rating
10.0 / 10
Best For
Teams who want an open-source chatbot platform they can self-host and fully customize
Best For
Designers and developers building UI with AI agents
Product Summary

Botpress is an open-source platform for building AI-powered chatbots and agents. It provides a visual flow builder, built-in NLU, knowledge bases, and multi-channel deployment (web, WhatsApp, Slack, etc.). Botpress uses LLMs for natural conversation handling while maintaining structured workflows, making it suitable for both simple FAQ bots and complex enterprise automation.

Product Summary

Open-source infinite design canvas where coding agents visually create and iterate on UI components, then export production-ready code.

Starting Price
$0Per pay-as-you-go
Starting Price
Free
Free Trial
Yes
Free Trial
Yes
Free Version
No
Free Version
Yes

Key features

Core capabilities each platform advertises.

BotpressBotpress
  • Open-source chatbot platform
  • Visual flow builder
  • Multiple LLM support
  • Self-hosted option
  • Plugin and integration ecosystem
GlueGlue
  • Infinite design canvas
  • Agent-driven UI creation
  • Production code export
  • Claude Code & Codex integration
  • Open source

Strengths and tradeoffs

What each tool does well, and the limitations to keep in mind.

BotpressBotpress

Pros

  • Generous free tier for getting started
  • Comprehensive feature set across tiers
  • Multi-channel deployment support
  • Strong enterprise capabilities

Cons

  • Unpredictable costs due to AI Spend charges
  • Token-based billing makes budgeting difficult
  • Longer conversations significantly increase costs
  • Subscription is just starting point for total cost
GlueGlue

Pros

  • Novel approach as the first design tool built with AI agents as the primary user
  • Open source with zero-cost adoption and zero production impact (devDependencies only)
  • Visual annotation workflow provides higher fidelity than text prompting for UI changes
  • Strong founder backgrounds from Amazon, Microsoft Copilot Studio, and Meta
  • Non-destructive integration that works with existing React projects without modification

Cons

  • Very limited framework support — currently only Next.js 14+ and Vite 5+ React projects
  • Only Claude Code handoff works today — Codex and Gemini support coming soon
  • Extremely early stage with 2-person team and unclear monetization path
  • Annotation-based workflow may not scale for large redesigns requiring many UI changes

Botpress or Glue — which should you choose?

Choose Botpress if you want

  • Self-hosted AI chatbots
  • Customer service automation
  • Lead generation bots
  • Internal knowledge assistants
  • Multi-language chatbot deployment

Choose Glue if you want

  • UI component design
  • Visual prototyping with agents
  • Design-to-code workflow
  • Agent-assisted interface building

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Frequently Asked Questions

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