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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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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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Lettria
✓ verifiedPaid
Document-intelligence and GraphRAG platform for regulated industries, extracting traceable, verified insights from complex files.
9.5K visits/mo
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PromptLoop
✓ verifiedPaid
B2B sales research and data enrichment inside spreadsheets.
44K visits/mo3.4K 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)
No public pricing
No public pricing
Free: $0 /mo
Growth: $750 /mo (Monthly), $500 /mo (Annually)
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
- ✦GraphRAG combining knowledge graphs and vector retrieval
- ✦Ontology building and enrichment from source data
- ✦Text-to-graph pipeline for building graph databases from raw text
- ✦Document parsing with source traceability
- ✦NLP APIs for text mining and classification
- ✦Private GPT chatbot building
- ✦Enterprise deployment (cloud/VPC, SSO, audit logs, SLA)
- ✦Save recipes from any website
- ✦AI-powered instruction extraction
- ✦Cuisine-based recipe tagging
- ✦Shared grocery lists
- ✦AI-powered text transformation, extraction, and summarization in Google Sheets and Excel
- ✦Automated web scraping and deep B2B research
- ✦CRM data enrichment and sales lead validation
- ✦Custom AI models and pre-built templates for data extraction
- ✦Scalable cloud infrastructure for large-volume data processing
- ✦Integration with CRMs (e.g., HubSpot) and REST API
- ✦Market-leading accuracy for data results
- ✦Unlimited data import and export
- ✦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
- →Query clinical, legal, or financial documents with traceable answers
- →Improve RAG accuracy for high-risk, regulated content
- →Structure raw text into knowledge graphs for enterprise AI
- →Organize all your favorite recipes in one place.
- →Easily find recipes by cuisine.
- →Create a shared grocery list with family or roommates.
- →Analyzing sales lists and generating keywords/SEO content
- →Automating B2B research and CRM data enrichment
- →Extracting company data, buying signals, and custom insights from websites
- →Building prospect databases and validating sales leads
- →Transforming messy text and unpacking survey responses
- →Drafting emails and outreach
- →Processing thousands of URLs simultaneously for research
- →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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