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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Userpilot
✓ verifiedFree trial
Product growth platform for SaaS teams building in-app onboarding, surveys, and analytics without engineering resources.
131K visits/mo
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LightOn
✓ verifiedFreemium
Production RAG API for developers: parse, extract and search documents with SOTA OCR and cited retrieval, cloud or on-prem.
29K 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
Starter: $299/mo (up to 2,000 monthly active users)
Growth: from $849/mo (starts at 2,000 MAU)
Free trial available
Starter: Free + usage (parsing €0.002/page)
Business: €149/mo + usage (100 GB storage, unlimited users)
Free trial available
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
Core features
- ✦No-code builder for tooltips, banners, spotlights, and onboarding flows
- ✦Event autocapture with funnel, trend, and cohort analytics
- ✦NPS, CSAT, and behavior-triggered in-app or email surveys
- ✦Unlimited session replay with rage-click and error detection
- ✦Lia AI agent that surfaces insights and can execute in-app changes
- ✦MCP server for connecting Userpilot data to other AI tools
- ✦Parse endpoint with SOTA OCR (LightOnOCR-2)
- ✦Extract endpoint for schema-based JSON
- ✦Search endpoint with hybrid retrieval and citations
- ✦MCP-native and LLM-agnostic
- ✦Workspaces and chunk-level access control
- ✦On-prem, VPC or air-gapped deployment
- ✦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
Use cases
- →Building guided onboarding flows to improve activation
- →Announcing and measuring adoption of new product features
- →Deflecting support tickets with proactive in-app guidance
- →Spotting at-risk or expansion-ready accounts from usage data
- →Build production RAG without a long in-house pipeline
- →OCR and structure scanned documents
- →Grounded document search with citations for agents
- →Deploy secure enterprise document intelligence
- →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
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