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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.
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Airtop
✓ verifiedFreemium
Platform that compiles plain-English workflows into deterministic web-browsing AI agents that log in, browse and act.
36K visits/mo1.2K saves
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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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HumanLayer
✓ verifiedFreemium
AI coding platform and IDE that orchestrates multiple agent sessions and lets teams plug in their own AI subscriptions.
197K visits/mo
Pricing
Free: $0/mo (1,000 credits, 1 agent)
Starter: $26/mo (30,000 credits, 10 agents)
Professional: $170/mo (30 agents)
Enterprise: $502/mo (unlimited agents)
Pro: $37/month (20k+ credits/month, unlimited seats)
Free: $0
Basic: $20
Enterprise: Custom
No public pricing
Core features
- ✦Plain-English workflows compiled to deterministic agents
- ✦Web automation behind logins with scraping and actions
- ✦Scheduled runs, triggers and always-on monitoring
- ✦Auto-testing of agents before publishing
- ✦Built-in enrichment, email verification and Google Ads tools
- ✦Integrations with n8n, Zapier, Make, Claude Code and Codex
- ✦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-powered workflow builder
- ✦Unlimited executions
- ✦Browser-based operation
- ✦Visual interface for automation
- ✦Local and Cloud AI options
- ✦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
Use cases
- →Automating repetitive browser workflows
- →Lead generation and enrichment
- →Marketing and sales GTM automation
- →Invoice reconciliation and data extraction
- →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
- →LinkedIn Company Analyzer: Extract key company information from LinkedIn pages.
- →Email Thread Summarizer: Automatically analyze and summarize long email threads.
- →Blog Post Generator: Generate professional blog posts on any topic.
- →Shipping code faster with AI agents
- →Coordinating agent work across a team
- →Managing tasks and artifacts in one place
- →Running many parallel agent sessions
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