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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.
⇄ 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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SheetMagic
✓ verifiedFreemium
AI and web scraping tool for Google Sheets; concrete spreadsheet niche with saves.
2.5K visits/mo6.0K saves
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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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Kadoa
✓ verifiedFree trial
Web-data platform for finance whose AI agents build deterministic, self-healing scraping pipelines from plain-language requests.
Pricing
Pro: $37/month (20k+ credits/month, unlimited seats)
Solo Plan: $19 / month
Unlimited Team Plan: $79 / month
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)
No public pricing
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
- ✦AI text and image generation via formulas
- ✦Web scraping and competitor price monitoring
- ✦SERP result extraction
- ✦Multiple AI model support with BYOK (OpenAI, Anthropic, Google and more)
- ✦Image analysis
- ✦Team sharing
- ✦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
- ✦Plain-language to deterministic scraping pipelines
- ✦Self-healing code that auto-detects and fixes breaks
- ✦Source-grounded, validated outputs
- ✦Extraction from web, PDFs, images and spreadsheets
- ✦Delivery to S3, Snowflake, BigQuery and via MCP
- ✦Real-time website monitoring and alerts
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
- →Write bulk product descriptions or ad copy
- →Scrape top search results and generate SEO content
- →Create mass customized sales emails and enrich lead lists
- →Scrape websites and extract specific information using AI
- →Generate unique datasets or content for programmatic SEO
- →Automating repetitive browser workflows
- →Lead generation and enrichment
- →Marketing and sales GTM automation
- →Invoice reconciliation and data extraction
- →Building financial web datasets at scale
- →Self-serve data sourcing for analysts
- →Monitoring websites for market-moving changes
- →Extracting data from filings and documents
- →Replacing brittle in-house scrapers
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