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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Base44
✓ verifiedFreemium
No-code AI platform that builds full-stack apps, websites and agents from plain-language prompts with hosting built in.
18M visits/mo
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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
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Atoms
✓ verifiedFreemium
No-code AI platform using multi-agent 'employees' to research, build, deploy and market full-stack apps from a prompt.
619K visits/mo15K saves
Pricing
No public pricing
Pro: $37/month (20k+ credits/month, unlimited seats)
Free: $0
Starter: $16/mo
Builder: $40/mo
Pro: $80/mo
Elite: $160/mo
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
Free: $0/mo (15 credits/day)
Pro: from $20/mo (100 credits)
Max: from $100/mo (500 credits)
Core features
- ✦CSV to API conversion
- ✦Data parsing (CSV to JSON)
- ✦Filtering capabilities
- ✦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
- ✦Prompt-to-app full-stack generation
- ✦Built-in backend, database and auth
- ✦One-click integrations (Slack, Notion, HubSpot, etc.)
- ✦Instant hosting and custom domains
- ✦Superagents for automated workflows
- ✦GitHub sync and code export
- ✦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
- ✦Multi-agent AI team (PM, engineer, analyst, etc.)
- ✦Chat-to-build full-stack apps
- ✦Built-in backend: auth, database, Stripe
- ✦SEO and ads agents
- ✦Race Mode across multiple models
- ✦Code export and GitHub sync
Use cases
- →Sharing CSV data with a team via an API
- →Creating a public API from CSV data
- →Filtering and accessing specific data within a CSV file programmatically
- →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
- →Building internal tools and dashboards
- →Launching websites and landing pages
- →Creating customer portals and CRMs
- →Deploying AI agents that automate tasks
- →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
- →Build SaaS and e-commerce apps
- →Launch MVPs in minutes
- →Add payments and user login
- →Drive SEO and ad growth
- →Export code and self-host
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