Compare tools
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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PromptLayer
✓ verifiedFree
Prompt engineering, management, and LLM observability platform.
212K visits/mo
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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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Lookfor
✓ verifiedPaid
Shopify AI chatbot for CX that automates support and product recommendations to cut tickets and lift sales.
12K 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
Pricing
No public 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)
Base plan: from $1,200/mo
Free trial available
No public pricing
Core features
- ✦Prompt management
- ✦Prompt evaluations
- ✦LLM observability
- ✦Team collaboration
- ✦Version control for prompts
- ✦A/B testing of prompts
- ✦Prompt Registry
- ✦Historical backtests
- ✦Regression tests
- ✦Usage monitoring
- ✦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
- ✦Inbound support automation agents
- ✦Outbound retention campaigns
- ✦Multi-channel: email, storefront, Instagram, Facebook
- ✦Order and subscription modifications
- ✦Shipping delay handling
- ✦Real-time knowledge from FAQs and policies
- ✦Customer insight analytics
- ✦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
Use cases
- →Scaling customer support automation with LLMs
- →Empowering non-technical teams with prompt engineering
- →Building personalized AI interactions
- →Debugging LLM agents
- →Improving content creation processes
- →Managing and monitoring prompts with a team
- →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
- →Automating Shopify customer support
- →Turning support chats into sales
- →Reducing support ticket volume
- →Personalized product recommendations
- →24/7 customer support on WordPress sites
- →Answering visitor questions from site content
- →Lead capture and conversion
- →Agencies deploying chatbots for clients
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