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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.

Gumloop logo
Gumloop
✓ verifiedFreemium

No-code platform for building and running AI agents that automate work across data, sales and support tasks.

701K visits/mo
Autonoma logo
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
HumanLayer logo
HumanLayer
✓ verifiedFreemium

AI coding platform and IDE that orchestrates multiple agent sessions and lets teams plug in their own AI subscriptions.

197K visits/mo
Text Cortex logo
Text Cortex
✓ verifiedFreemium

Enterprise AI agent platform for building, deploying, and governing no-code agents across company knowledge and workflows.

206K visits/mo
AI21 Maestro logo
AI21 Maestro
✓ verifiedPaid

AI21 Maestro is an enterprise framework that optimizes cost, accuracy and latency of production AI agents.

170K visits/mo
Pricing
Pro: $37/month (20k+ credits/month, unlimited seats)
Free & pay-as-you-go: $0 to start (100K credits free, then $100 per 150K credits)
Self-hosted: $0 (free forever, unlimited)

No public pricing

Premium: $29.99/user/month

Free trial available

No public pricing

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
  • 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
  • AI coding IDE with agent orchestration
  • Run and manage multiple agent sessions
  • Task, artifact and collaboration tools
  • Bring-your-own AI subscription or API keys
  • Cloud-scale agent execution
  • No-code visual agent builder
  • Company knowledge search across docs and wikis
  • Scheduled and recurring agent automations
  • Model-agnostic access to major AI models
  • Browser extension integration with 30,000+ apps
  • Data analysis of spreadsheets and reports
  • Enterprise SSO/SCIM/SAML and dedicated deployment
  • Agent cost optimization
  • In-flow result validation
  • Advanced RAG data extraction
  • Dynamic planning and orchestration
  • Cost attribution and budgeting
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
  • 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
  • Shipping code faster with AI agents
  • Coordinating agent work across a team
  • Managing tasks and artifacts in one place
  • Running many parallel agent sessions
  • Automating recurring reports and workflow tasks
  • Searching internal company knowledge with AI agents
  • Deploying AI copilots for sales, support, or legal teams
  • Running enterprise AI with strict data governance requirements
  • Optimizing production AI agents
  • Reducing agent compute spend
  • Improving RAG accuracy
  • Enterprise workflow automation
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