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| At a glance | Dust ↗ Build shared AI agents around your team's knowledge. | Agenta ↗ Create AI coworkers that improve through shared feedback. | Gumloop ↗ Build and share AI workflows across your team. |
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| Best suited for | Teams that want shared AI agents grounded in internal information and tools. | Teams that want a shared environment for AI coworkers and repeatable agent responsibilities. | Teams automating repeatable knowledge work across several business applications. |
| Access model | Paid | Open source | Paid |
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| Considerations | Review connector permissions, model usage charges and access boundaries. An agent should receive only the data and actions its task requires. | Check available controls, connector permissions and the distinction between self-hosted and cloud capabilities. Keep consequential actions under appropriate human review. | Check integration scopes, execution allowances and model charges. Reliable automation requires a plan for partial failures and changing source data. |
| Source | Official website ↗ | Official website ↗ | Official website ↗ |
| Current plans | Check current pricing ↗ | Check current pricing ↗ | Check current pricing ↗ |
| Listing reviewed | Oct 19, 2026 | Oct 19, 2026 | Oct 19, 2026 |
Compare products serving a similar need. This table summarizes listing information; it is not a hands-on benchmark or a rating.