Compare tools
Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.
⇄ Comparison dimension — pick the market you're actually shopping in
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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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Glean
✓ verifiedPaid
Enterprise Work AI platform for company-wide search, an AI assistant and building governed agents across 250+ connectors.
3.2M visits/mo
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Autonoma
✓ verifiedFreemium
Open-source testing platform where AI agents drive your app end-to-end to catch regressions on every PR, no test code needed.
72K visits/mo9.3K saves
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SiteSpeakAI
✓ verifiedFreemium
Customizable AI support agent trained on a site's content that answers questions, books meetings, and looks up orders in 95+ languages.
44K visits/mo
Pricing
Pro: $37/month (20k+ credits/month, unlimited seats)
No public pricing
Free & pay-as-you-go: $0 to start (100K credits free, then $100 per 150K credits)
Self-hosted: $0 (free forever, unlimited)
Free: $0/mo (30 message credits, 1 agent, 10 training sources)
Starter: $29/mo or $24/mo billed yearly (1,000 credits, 1 agent, 200 sources)
Pro: $79/mo or $66/mo billed yearly (3,000 credits, 5 agents, 2,500 sources)
Growth: $249/mo or $208/mo billed yearly (10,000 credits, 15 agents, 8,000 sources)
Business: $499/mo or $416/mo billed yearly (20,000 credits, unlimited agents, 20,000 sources)
Free trial available
Core features
- ✦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
- ✦Enterprise search across company apps
- ✦Personal AI assistant grounded in work data
- ✦Agent builder, orchestration and governance
- ✦250+ connectors and actions
- ✦Enterprise knowledge graph and hybrid search
- ✦Security controls for scaling AI
- ✦AI agents navigate your app in real browsers
- ✦One-command setup that maps flows and drafts tests
- ✦SDK to seed and tear down real data
- ✦Runs on every PR against preview deploys
- ✦No test code required
- ✦Open-source with a self-hosted option
- ✦Integrates with GitHub, Vercel and Linear
- ✦Trains on site content, PDFs, and videos to answer questions
- ✦Books meetings and looks up order data via connected tools
- ✦Lead capture forms built into chat conversations
- ✦Human handoff for conversations the AI can't resolve
- ✦Brand customization of colors, logo, and personality
- ✦Conversation analytics on volume, resolution, and sentiment
- ✦API and MCP server access on higher plans
Use cases
- →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
- →Search across all company knowledge
- →Answer employee questions with grounded AI
- →Build and deploy custom AI agents
- →Automate cross-system workflows
- →Catching regressions before merging PRs
- →End-to-end testing without writing scripts
- →QA for fast-shipping product teams
- →Self-hosted testing on your own infrastructure
- →E-commerce sites automating order-status and product questions
- →SaaS companies reducing repetitive support tickets
- →Service businesses capturing and qualifying leads after hours
- →Agencies offering white-labeled chatbots to clients
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