| Primary job | Acts as one shared AI teammate that accepts open-ended requests and finishes work for the team. Tie | Provides a platform for builders to create, deploy, evaluate, and govern custom agents and automations. Tie |
| Time to first delegated task | The whole team can delegate to the same ready teammate in Slack or Microsoft Teams without first choosing or configuring an agent. Edge | A builder creates and configures an agent, then can share it in Gumloop or make it available through Slack, Microsoft Teams, and Gmail. Tradeoff |
| Building and control | The team delegates in chat. Dash plans the work and reuses learned formats without asking users to design a graph. Tradeoff | Strong visual building, reusable skills, evaluation, versioning, optimization, and governance for custom agents. Edge |
| Connected work | 3,000+ integrations across CRM, billing, ads, support, engineering, docs, analytics, and productivity, plus browser fallback for tools without clean APIs. Edge | Gumloop advertises more than 300 connectors and supports custom integrations for agent workflows. Tradeoff |
| Context and governance | Approval-first execution. Anything that sends, writes, posts, or spends waits for an inline approval in your team chat. Shared workspace memory. Dash learns the team vocabulary, formats, customers, and recurring patterns once, then reuses them for everyone. Tradeoff | Company Brain, reusable skills, app policies, guardrails, audit logs, roles, spend caps, and approval controls support a governed agent estate. Edge |
| Public pricing | $100 in free credits, then $50 per month for the whole workspace with 20,000 monthly credits and unused-credit rollover. Edge | Pro starts at $37 per month with 20,000 included credits, unlimited agents and seats, plus an 8 percent orchestration fee. Enterprise pricing is custom. Tradeoff |
