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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.
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CopilotKit
✓ verifiedFreemium
Open-source React/Angular SDK and platform for embedding agentic, generative-UI copilots into apps, Slack and Teams.
170K visits/mo
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Gumloop
✓ verifiedFreemium
No-code platform for building and running AI agents that automate work across data, sales and support tasks.
701K visits/mo
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MxChat
✓ verifiedFreemium
No-code WordPress plugin for building AI chatbots that answer from your site content and capture leads.
8.0K visits/mo8.3K saves
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ChatPRD
✓ verifiedFreemium
AI copilot for product managers: turns ideas into PRDs and specs, gives CPO-style feedback, and integrates with PM tools.
164K visits/mo
Pricing
Developer: $0 (1 seat, free forever, 200 threads)
Pro: $39/developer/mo (up to 5 seats, 5,000 threads)
Team: $500/mo (5 seats, 25,000 threads)
Pro: $37/month (20k+ credits/month, unlimited seats)
No public pricing
Free: $0/mo (3 limited chats)
Pro: $15/mo (unlimited docs)
Teams: $29/mo per seat (collaboration)
Free trial available
Core features
- ✦React and Angular frontend SDKs
- ✦Agent-rendered generative UI
- ✦AG-UI agent-user interaction protocol
- ✦Connectors for LangChain and other frameworks
- ✦Pre-built customizable chat/sidebar components
- ✦Slack and Teams integrations
- ✦Thread and state persistence
- ✦Visual canvas to orchestrate multi-agent workflows
- ✦Prebuilt specialized agents (data, support, CRM, sales)
- ✦Access to many AI models with no vendor lock-in
- ✦Slack, Teams and email agent interaction
- ✦Recurring/scheduled tasks and triggers
- ✦Enterprise security: RBAC, VPC, audit logs, spend controls
- ✦WordPress AI chatbot plugin
- ✦Knowledge base from your site content
- ✦Multiple LLM providers (OpenAI, Anthropic, Google, xAI, DeepSeek)
- ✦Unlimited chatbots
- ✦Lead capture
- ✦No-code setup
- ✦Generate PRDs, one-pagers and user stories from a prompt
- ✦CPO-level document coaching and gap analysis
- ✦Custom templates matched to team standards
- ✦Integrations: Linear, Notion, Slack, Confluence, GitHub
- ✦Shared team workspaces and personas
- ✦Export to Notion, Confluence, Google Docs
Use cases
- →Adding an AI assistant to a SaaS product
- →Building agents that render interactive UI
- →Deploying copilots across Slack and Teams
- →Connecting existing agents to a frontend
- →Automate data analysis and reporting
- →Triage support tickets and spot patterns
- →Keep a CRM updated and research prospects
- →Deploy AI agents across a team's tools
- →24/7 customer support on WordPress sites
- →Answering visitor questions from site content
- →Lead capture and conversion
- →Agencies deploying chatbots for clients
- →Draft product requirement docs fast
- →Get expert feedback on specs
- →Standardize docs across a product team
- →Turn PRDs into tickets and prototypes
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