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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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Glean
✓ verifiedPaid
Enterprise Work AI platform for company-wide search, an AI assistant and building governed agents across 250+ connectors.
3.2M visits/mo
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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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Voiceflow AI
✓ verifiedFreemium
Enterprise platform for designing, launching, and scaling AI agents across voice and chat customer experience channels.
454K visits/mo
Pricing
No public pricing
Pro: $37/month (20k+ credits/month, unlimited seats)
No public pricing
Free trial available
Core features
- ✦Enterprise search across company apps
- ✦Personal AI assistant grounded in work data
- ✦Agent builder, orchestration and governance
- ✦250+ connectors and actions
- ✦Enterprise knowledge graph and hybrid search
- ✦Security controls for scaling AI
- ✦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
- ✦Visual workflow builder for conversational AI agents
- ✦Support for multiple LLM providers or bring-your-own-model
- ✦Deployment across voice and chat channels
- ✦Real-time observability and performance analytics
- ✦Team collaboration with roles and permissions
- ✦API integrations with existing business tools
Use cases
- →Search across all company knowledge
- →Answer employee questions with grounded AI
- →Build and deploy custom AI agents
- →Automate cross-system workflows
- →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
- →Support teams automating customer service chatbots
- →Enterprises building AI voice agents for call centers
- →Agencies building white-labeled AI agents for clients
- →Conversation designers prototyping and testing dialogue flows
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