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feat(library): Best Dust Alternatives in 2026 for AI Agent Workflows
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---
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slug: best-dust-alternatives-2026
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title: 'Best Dust Alternatives in 2026 for AI Agent Workflows'
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seoTitle: 'Best Dust Alternatives for AI Agent Workflows'
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description: 'Compare Dust alternatives for AI agent workflows: Sim, n8n, Gumloop, Relevance AI, Zapier Agents, and Glean on hosting and workflow depth.'
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date: 2026-10-19
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updated: 2026-10-19
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authors:
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- andrew
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readingTime: 8
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tags: [AI Agents, Workflow Automation, AI Tools, Sim]
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ogImage: /library/best-dust-alternatives-2026/cover.jpg
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draft: false
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faq:
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- q: "Can Dust run multi-step automations?"
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a: "Yes, within its agent model. Dust agents use tools that can take actions in third-party platforms, can call other agents, and can run on schedules or webhook triggers. The agent decides which tools to use for each request, so Dust is less suited to automations that must follow the same explicit sequence of steps every run."
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- q: "Can Sim handle the knowledge Q&A we use Dust for?"
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a: "Yes. Sim knowledge bases let agents retrieve relevant document passages, and you can use them inside workflows. If you need automatic knowledge-base updates, KB Live Sync starts on Max."
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- q: "Which tools can we self-host?"
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a: "Anyone can run Sim's Apache 2.0 core for free, subject to the enterprise exception at https://github.com/simstudioai/sim/blob/main/apps/sim/ee/LICENSE. Enterprise features require an active Enterprise subscription for production use. n8n supports self-hosting under a source-available license at https://docs.n8n.io/n8n-community-license. Glean offers a Customer Hosted deployment in your GCP or AWS account that Glean still operates, as described at https://docs.glean.com/get-started/prepare/about-deployment. Dust's pricing page at https://dust.tt/home/pricing lists hosted plans with single-tenant deployment on Enterprise, though its source code is public under the MIT license at https://github.com/dust-tt/dust/blob/main/LICENSE. Gumloop offers hosted plans at https://www.gumloop.com/pricing; contact the vendor about deployment options. Relevance AI's docs at https://relevanceai.com/docs/sdk/authentication describe hosted regional deployments."
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- q: "What does \"workflow depth\" mean here?"
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a: "Workflow depth describes how much control you have over the steps an agent takes after receiving a request. For example, Sim lets you branch on conditions, repeat steps, run steps in parallel, and pause for human input."
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---
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## TL;DR
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- **Sim** fits Dust users who need [multi-step agent workflows](https://docs.sim.ai/introduction) with explicit branching, human review, and knowledge retrieval in one tool.
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- **n8n** fits technical users who want [self-hosted automation](https://github.com/n8n-io/n8n) with visual workflows and custom code, under a source-available license.
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- **Gumloop** fits teams that want agents that use connected tools and [run from schedules, app events, or webhooks](https://docs.gumloop.com/core-concepts/agent_triggers).
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- **Relevance AI** fits enterprise teams that want an [AI workforce with agents and tools](https://relevanceai.com/pricing) rather than building each workflow from scratch.
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- **Zapier Agents** fits users who already rely on Zapier and want agents that [act across 9,000+ apps](https://zapier.com/agents).
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- **Glean** fits teams comparing enterprise search and knowledge assistants with Dust, rather than prioritizing workflow automation.
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## Why teams outgrow Dust for workflow automation
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Dust works well when you need agents that answer questions across company material. Its [Business plans](https://dust.tt/home/pricing) connect Slack, Notion, GitHub, Drive, and more than 20 other sources, and agents combine instructions, skills, knowledge, and tools. Dust also runs agents on [schedules and webhook triggers](https://docs.dust.tt/docs/user-documentation/agents/triggers), so its agents can do more than answer questions.
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The difference is how the steps are defined. In Dust, [the agent evaluates each request and picks a combination of tools](https://docs.dust.tt/docs/user-documentation/agents/tools) to use. Dust's tools documentation does not describe explicit branches, loops, or a step-by-step visual builder. That model suits open-ended requests, but recurring tasks that must follow the same steps every time, with controlled tool access at each step, are easier to build and audit in a workflow builder. Our guide to [AI agent workflow builders](https://www.sim.ai/library/ai-agent-workflow-builders-multi-step-tasks) explains why this distinction matters for multi-step tasks.
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The comparison below weighs pricing, hosting options, workflow depth, knowledge features, and integrations. Prices and product details are current as of October 2026. If Dust already handles your knowledge questions, focus on how each alternative defines workflow steps and controls access to external tools.
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## Comparison at a glance
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**Best overall: Sim** for custom agent workflows, while Dust provides the knowledge-assistant baseline. Listed prices are starting points, not comparable usage allowances.
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| Tool | Starting price | Hosting and self-hosting | Workflow depth | Knowledge features | Integrations |
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|---|---|---|---|---|---|
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| Sim | [Free; Pro $25/user/month](https://www.sim.ai/pricing) | [Apache 2.0 core](https://github.com/simstudioai/sim) can be self-hosted; [enterprise exception](https://github.com/simstudioai/sim/blob/main/apps/sim/ee/LICENSE) | Visual blocks for branching, loops, parallel runs, human review, and code | [Knowledge bases](https://docs.sim.ai/knowledgebase); KB Live Sync on Max | [273](https://www.sim.ai/integrations) |
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| n8n | [€20/month billed annually](https://n8n.io/pricing/) | [Self-hosted options](https://github.com/n8n-io/n8n) under a [source-available license](https://docs.n8n.io/n8n-community-license) | Visual workflows with custom code | AI and integration nodes | Every integration is included in its [listed plans](https://n8n.io/pricing/) |
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| Gumloop | [See current plans](https://www.gumloop.com/pricing) | Hosted; consult Gumloop for enterprise deployment options | Agents run from schedules, app events, and webhooks | Connected company data | Connected tools and an API |
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| Relevance AI | [Custom Enterprise pricing](https://relevanceai.com/pricing) | [Hosted regional projects](https://relevanceai.com/docs/sdk/authentication) | Agents, tools, and Workforces | [RAG-powered knowledge](https://relevanceai.com/docs/get-started/core-concepts/knowledge) | [2,000+](https://relevanceai.com/pricing) |
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| Zapier Agents | [See current plans](https://zapier.com/pricing) | Managed cloud | Agents act through connected apps | [Company knowledge](https://zapier.com/agents) | [9,000+ apps](https://zapier.com/agents) |
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| Glean | Contact sales | [Glean Hosted or Customer Hosted](https://docs.glean.com/get-started/prepare/about-deployment) | [Agent orchestration](https://www.glean.com/ai-agents/agent-orchestration) | Enterprise search | [275+ connectors](https://www.glean.com/platform/connectors) |
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| Dust | [Free and paid Business plans](https://dust.tt/home/pricing) | Hosted; single-tenant deployment on Enterprise | Agent tools, multi-agent workflows, and triggers | Connectors to 20+ data sources | Slack, Notion, GitHub, Drive, other sources, and MCP |
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### Sim
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**Best for**
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Sim fits you if Dust handles your company knowledge questions but you need to build multi-step agent workflows with explicit branching. The [Sim and Dust comparison](https://www.sim.ai/comparisons/dust) covers the two approaches side by side.
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**What it is**
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Sim, the open-source AI workspace, combines a visual workflow builder with [knowledge bases](https://docs.sim.ai/knowledgebase) that agents can search for relevant document passages. You connect blocks, configure their inputs, and review each step of a run in the [run logs](https://docs.sim.ai/execution/logging), where a trace shows every block with its timing, status, inputs, and outputs.
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**Pros**
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Sim gives you direct control over how an agent proceeds. [Agent](https://docs.sim.ai/workflows/blocks/agent), [Condition](https://docs.sim.ai/workflows/blocks/condition), and [Router](https://docs.sim.ai/workflows/blocks/router) blocks let you define different paths. [Loop](https://docs.sim.ai/workflows/blocks/loop) and [Parallel](https://docs.sim.ai/workflows/blocks/parallel) blocks handle repeated or concurrent work. A [Human in the Loop](https://docs.sim.ai/workflows/blocks/human-in-the-loop) block pauses a run for submitted input, and a downstream Condition can route on an approval field. A [Function](https://docs.sim.ai/workflows/blocks/function) block runs custom code. That structure makes a multi-step workflow easier to inspect than a single agent carrying a long set of instructions. For more design context, see [AI agent orchestration frameworks explained](https://www.sim.ai/library/ai-agent-orchestration-frameworks-explained).
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[Sim's Apache 2.0 core](https://github.com/simstudioai/sim) can be [self-hosted](https://docs.sim.ai/platform/self-hosting) with Docker Compose or Kubernetes, with [enterprise-licensed features excluded](https://github.com/simstudioai/sim/blob/main/apps/sim/ee/LICENSE). Its knowledge bases cover the retrieval use case you may already rely on Dust for, and Sim connects to [273 integrations](https://www.sim.ai/integrations). Sim can also [deploy workflows as an MCP server](https://docs.sim.ai/workflows/deployment/mcp), so MCP clients can call them as tools.
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**Cons**
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You have to design the workflow paths yourself, which takes more setup than a straightforward knowledge assistant. Enterprise features such as SSO, SCIM, audit logs, and access control use the [separate Sim Enterprise License](https://github.com/simstudioai/sim/blob/main/apps/sim/ee/LICENSE), which requires an active Sim Enterprise subscription for production use.
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**Pricing**
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Sim's [cloud plans](https://www.sim.ai/pricing) are Free, Pro at $25 per user per month, Max at $100 per user per month, and Enterprise at custom pricing. KB Live Sync starts on Max, while SSO requires Enterprise. Anyone can self-host [Sim's Apache 2.0 core](https://github.com/simstudioai/sim) for free, subject to the [enterprise exception](https://github.com/simstudioai/sim/blob/main/apps/sim/ee/LICENSE). Supported self-hosting is listed with Enterprise services on the pricing table, but local models through Ollama, vLLM, LM Studio, or LiteLLM work on any self-hosted Sim deployment.
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### n8n
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n8n fits technical teams that want to self-host automations and connect apps, even if building and maintaining workflows takes more work. Its [repository describes both self-hosted and cloud deployment](https://github.com/n8n-io/n8n), along with visual building and custom code.
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n8n's source code is public, but its [Sustainable Use License](https://github.com/n8n-io/n8n/blob/master/LICENSE.md) limits permitted use and distribution. n8n [describes its licenses as fair-code](https://docs.n8n.io/n8n-community-license) rather than open source. By comparison, [Sim's core uses Apache 2.0](https://github.com/simstudioai/sim), with a [separate license for enterprise code](https://github.com/simstudioai/sim/blob/main/apps/sim/ee/LICENSE). Our [Apache 2.0 versus fair-code guide](https://www.sim.ai/library/apache-2-0-vs-fair-code) explores the practical difference.
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For cloud use, n8n charges [by monthly workflow executions, regardless of complexity](https://n8n.io/pricing/). Its pricing page lists Starter at €20 per month and Pro at €50 per month, both billed annually; Business starts at €667 per month billed annually, and Enterprise pricing is custom. If you self-host, you also run the infrastructure.
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### Gumloop
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Gumloop fits teams that want a hosted platform for AI agents that work across their tools. Its [pricing page](https://www.gumloop.com/pricing) presents its hosted offering. [Agent triggers](https://docs.gumloop.com/core-concepts/agent_triggers) can run on a schedule, from an app event, or through a webhook, while its [API](https://docs.gumloop.com/api-reference/getting-started) can trigger automations programmatically.
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Gumloop's [pricing page](https://www.gumloop.com/pricing) provides its current hosted plans. Compare the included usage, connected tools, and enterprise deployment options against your expected run volume before choosing a plan.
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### Relevance AI
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Relevance AI fits enterprise teams that want specialist agents instead of building each workflow from scratch. Its [Enterprise plan](https://relevanceai.com/pricing) centers on agents, tools, Workforces, integrations, and governance features.
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Its [pricing page](https://relevanceai.com/pricing) lists an Enterprise plan at custom pricing, with 2,000+ integrations, unlimited agents and tools, SSO, RBAC, and audit logs. Agents can use [RAG-powered knowledge](https://relevanceai.com/docs/get-started/core-concepts/knowledge) to ground their responses. Relevance AI projects are deployed to a [US, Europe, or Australia region](https://relevanceai.com/docs/sdk/authentication). Ask sales for a current quote and verify the specific apps your agents need.
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### Zapier Agents
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Zapier Agents fits you if you already use Zapier and want AI agents to act through your existing app connections. Its main draw is access to [more than 9,000 apps](https://zapier.com/agents), and you can equip agents with company knowledge. If you need long, custom agent workflows, validate the required sequence with your own use case before choosing it.
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Zapier changes product packaging over time, so use its [current pricing page](https://zapier.com/pricing) to compare plans and limits. Focus on whether an agent can reliably complete your whole task and whether the connected apps expose the actions it needs.
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### Glean
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Glean fits teams whose primary need remains enterprise search and answers drawn from company knowledge, rather than custom multi-step automation. That makes it a closer alternative to Dust's knowledge-assistant use case than to a workflow builder.
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Glean lists [275+ connectors](https://www.glean.com/platform/connectors), enterprise search, and [agent orchestration](https://www.glean.com/ai-agents/agent-orchestration). Contact Glean for pricing and plan on a demo using your own knowledge sources. For data control, Glean offers a [Customer Hosted deployment](https://docs.glean.com/get-started/prepare/about-deployment) that runs in your own GCP or AWS environment, with Glean responsible for infrastructure and application management.
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## How to choose
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If you mainly need answers from company documents, Dust may still fit. Consider Glean if you want another knowledge-focused option, but expect to contact sales for pricing.
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For lightweight automation, choose Zapier Agents if you already use Zapier's app connections, or Gumloop if you want a hosted agent platform with triggers and schedules. If you need custom workflows that branch, loop, and involve multiple agents, Sim lets you combine those steps with [knowledge retrieval](https://docs.sim.ai/knowledgebase). That makes it a closer fit when Dust answers your questions but cannot easily carry out the work that follows. You can also compare broader licensing and deployment choices in our guide to [open-source AI agent platforms](https://www.sim.ai/library/open-source-ai-agent-platforms).
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Workflow depth and self-hosting may settle the choice. Compare Sim with n8n if you want to run workflows on your own infrastructure. [Sim's Apache 2.0 core](https://github.com/simstudioai/sim) can be self-hosted by anyone, with the [enterprise exception](https://github.com/simstudioai/sim/blob/main/apps/sim/ee/LICENSE), while n8n uses a source-available license.
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## Conclusion
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If Dust handles your company knowledge questions well, workflow depth should decide whether you add another tool or switch. Sim lets you build agents that branch, loop, and take actions across connected apps while still retrieving information from documents. If you need those workflows, use the [Sim vs Dust comparison](https://www.sim.ai/comparisons/dust) to assess which setup fits.
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