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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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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Agent One
✓ verifiedFree trial
No-code builder for SEO-friendly AI agent pages that learn from your site, answer visitors and capture leads.
15K visits/mo
Pricing
No public pricing
Pro: $37/month (20k+ credits/month, unlimited seats)
Base plan: from $1,200/mo
Free trial available
Starter: $8/mo (500 credits, 1 agent page)
Basic: $50/mo (5,000 credits, analytics)
Standard: $150/mo
Free trial available
Free: $0
Pro: $35 / month
Team: $599 / month
Enterprise: Custom
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
- ✦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
- ✦Conversational no-code agent builder
- ✦Website and file training
- ✦SEO-friendly public agent pages
- ✦Embeddable chat widget
- ✦Lead capture
- ✦Custom domain support
- ✦Open-source AI knowledge base
- ✦AI-native research agent
- ✦Up to 70% reduction in document-digging time
- ✦REST API and SDKs for custom integrations
- ✦Image Grounding (embedding context from images & diagrams)
- ✦Deep Research (generating insights from thousands of documents)
- ✦Connectors for enterprise data integration
- ✦Visual-first Retrieval and Diagram Intelligence
- ✦Knowledge Graphs
- ✦Support for OSS & On-prem deployments
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
- →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
- →Automating website FAQs
- →Capturing leads 24/7
- →Publishing SEO agent pages from content
- →Booking appointments via chat
- →Accelerating research for knowledge workers
- →Getting answers from research papers, reports, and company documents
- →Generating insights from large volumes of documents (1000s)
- →Performing search over complex diagrams, schematics, and datasheets
- →Building custom integrations with enterprise data
- →Deploying AI knowledge solutions in regulated industries or at massive scale
- →Proof-of-concept projects for individual developers
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