# Adapt vs Dust

Adapt records 31,479 monthly visits with -21.2% month-over-month growth and Freemium, Free Trial pricing. Dust records 547,217 monthly visits with +1.8% growth and Contact for Pricing pricing.

| Metric | [Adapt](https://openaitools.app/tool/adapt) | [Dust](https://openaitools.app/tool/dust) |
| :--- | :--- | :--- |
| Website URL | https://adapt.com | https://dust.tt |
| Categories | AI Agent, AI Data Mining, AI For Data Analytics | AI Assistant, Large Language Models (LLMs), AI Workflow, AI Knowledge Management |
| Pricing Model | Freemium, Free Trial | Contact for Pricing |
| Monthly Visits | 31,479 | 547,217 |
| MoM Growth Rate | -21.2% | +1.8% |
| Primary Market | United States | France |
| Direct Visits | 26,034 | 456,919 |
| Review Score | 4.2 | 4.4 |
| Saved Count | 0 | 5 |
| Supported Platforms | Website | Website |

## Adapt

Adapt positions itself as the operating layer for companies that want AI agents doing genuine work rather than demos. The company agent is the front end: it answers in Slack, email or a web app, reads from connected systems such as a CRM and mail, and carries out multi-step jobs. Because each run starts from what the previous run learned and uses the access rights of the requesting user, the agent stays inside existing permission boundaries instead of demanding a new security model.

Underneath the agent, Adapt exposes the infrastructure as separate products you can adopt individually or together. Sandboxes are isolated computers that run code outside your application, metered per second and free while parked. Storage keeps files and memories between runs so work compounds instead of resetting, and the model gateway routes requests to Claude, GPT, Gemini or other models through one API — you can switch models in configuration rather than rewriting code, use your own provider keys at no markup, or use Adapt's keys at list price plus a small surcharge.

For organisations that want the outcome without the build, Adapt offers AI Transformation Services: a roadmap for where agents fit, agents and infrastructure built and run on Adapt Cloud, in your VPC or on-premises, and ongoing upgrades, monitoring and incident response. A developer preview open-source company agent is also offered, which signals the platform is aimed at engineering teams as much as business users.

**Pricing & Plans:** Freemium-style entry with a free trial and usage-based components. Sandboxes are metered per second while running and cost nothing when parked; storage is billed on usage; the model gateway charges 0% markup when you bring your own provider API keys and list price plus roughly 5.5% when using Adapt's keys. AI Transformation Services and enterprise deployments are quoted individually.

- **Company agent:** One agent that works across every team's tools and knowledge, answering in Slack, email and the web app and acting with the permissions of the person asking.
- **Sandboxes:** Isolated computers for each agent run, configurable up to 32 vCPU and 32 GiB, billed by the second while active and free when parked.
- **Storage for files and memories:** Files persist after a sandbox stops and memories are recalled by later runs, so agents build on previous work instead of starting from scratch.
- **Model gateway:** Reach Claude, GPT, Gemini and other models through a single OpenAI-style API, switching models in configuration and optionally using your own provider keys at 0% markup.
- **Managed AI transformation services:** Adapt engineers help plan, build and operate agents on Adapt Cloud, in your VPC or on-premises, including monitoring and incident response.

**Strengths:** Agents operate with the asking user's existing permissions, which avoids inventing new access models; Infrastructure is modular, so you can start with one component and add the rest later; Model gateway keeps you vendor-neutral and charges no markup when you supply your own provider keys; Per-second sandbox billing with no charge while parked keeps experimentation costs low

**Limitations:** Per-second compute plus per-request model costs can be harder to forecast than a flat subscription; The open-source company agent is still a developer preview, so some capabilities are early; Setup benefit depends on how well your internal tools and data sources can be connected

[Profile (Markdown)](https://openaitools.app/tool/adapt.md)

## Dust

Dust positions itself as 'multiplayer AI' for human-agent collaboration. Rather than giving each employee a private chatbot, it lets teams build agents that have shared access to company knowledge, connected tools, conversations and notifications, so work can move back and forth between people and AI. Agents can be reused across departments, and human review stays part of the loop where it matters.

The platform's differentiator is context. According to Dust, most AI tools can retrieve a single Slack message or CRM record, whereas its agents pull context together across Slack, CRM, documents and other company systems to answer with the full picture and then act on it. Over 70 connectors cover messaging, calendars, CRM, file storage, project management, data and finance tools, and agents can reach MCP servers through the same gateway.

Governance is a first-class feature. Dust offers a dual-layer permission model that separates what agents can access from who can use them, SCIM-synced groups, admin-gated overrides, audit logs and analytics for monitoring adoption, usage, cost and ROI. It is SOC 2 Type II certified, offers US or EU data residency and supports single-tenant deployment. Teams can build agents with 20+ frontier and open-source models from OpenAI, Anthropic, Google, Mistral and others, choosing the right model per workflow. The company says more than 3,000 organizations and 300,000+ agents run on the platform.

**Pricing & Plans:** Contact for pricing. Dust offers a free trial after signup, but its plans are oriented toward teams and enterprises with usage-based credits, volume pricing and dedicated support; you need to talk to sales for exact figures.

- **Agents with company context:** Connect 70+ tools including Slack, Notion, Google Drive, GitHub, Salesforce and Zendesk so agents answer with real company knowledge instead of generic guesses.
- **70+ connectors and MCP support:** Reach messaging, CRM, docs, project management, data, finance and MCP servers through one platform, so agents can act across systems rather than just chat.
- **Model flexibility:** Build agents with 20+ frontier and open-source models from OpenAI, Anthropic, Google and Mistral, and pick the best model for each task.
- **AI-native governance:** A dual-layer permission model, SCIM-synced groups, admin-gated overrides, audit logs and usage analytics keep company data locked down while teams move fast.
- **Multiplayer collaboration:** People and agents share context, tools and notifications, so cross-functional workflows run with reusable skills and human review built in.

**Strengths:** Deep context gathering across 70+ enterprise connectors; Strong enterprise governance with permissions, audit logs and SOC 2 Type II; Model-agnostic: choose among 20+ frontier and open-source models; Shared, reusable agents that scale across departments

**Limitations:** Pricing is sales-led, so costs are hard to estimate before a demo; Setting up connectors and permissions takes real admin work; Best value comes with broad rollout, which is a heavier commitment for small teams

[Profile (Markdown)](https://openaitools.app/tool/dust.md)

## Frequently Asked Questions

### How do Adapt and Dust compare in monthly traffic?

Adapt has 31,479 monthly visits, while Dust has 547,217. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Adapt has a month-over-month growth rate of -21.2%; Dust has +1.8%.

### How does pricing compare?

Adapt: Freemium, Free Trial. Freemium-style entry with a free trial and usage-based components. Sandboxes are metered per second while running and cost nothing when parked; storage is billed on usage; the model gateway charges 0% markup when you bring your own provider API keys and list price plus roughly 5.5% when using Adapt's keys. AI Transformation Services and enterprise deployments are quoted individually. Dust: Contact for Pricing. Contact for pricing. Dust offers a free trial after signup, but its plans are oriented toward teams and enterprises with usage-based credits, volume pricing and dedicated support; you need to talk to sales for exact figures.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Notion](https://openaitools.app/tool/t) | 173,441,670 | +0.1% | Freemium | Provides a unified connected workspace for team documents and databases, but lacks Dust's advanced multi-source enterprise knowledge indexing. | [.md](https://openaitools.app/tool/t.md) |
| 2 | [Salesforce Agentforce (formerly Einstein)](https://openaitools.app/tool/salesforce-einstein) | 111,910,743 | +2.2% | Freemium | Integrates deeply with CRM ecosystems to automate enterprise workflows, but is tightly bound to the Salesforce software suite. | [.md](https://openaitools.app/tool/salesforce-einstein.md) |
| 3 | [Glean](https://openaitools.app/tool/glean) | 3,301,875 | +0.1% | Contact for Pricing | Offers robust enterprise-wide permission-aware search and knowledge management, but with less focus on custom multi-model agent workflows. | [.md](https://openaitools.app/tool/glean.md) |
| 4 | [Abacus.AI](https://openaitools.app/tool/abacus-ai) | 3,278,636 | -1.7% | Contact for Pricing | Combines multi-model chat assistants and automated machine learning optimization, but with a heavier focus on data science pipelines. | [.md](https://openaitools.app/tool/abacus-ai.md) |
| 5 | [MindStudio](https://openaitools.app/tool/mindstudio) | 1,793,337 | +14.2% | Contact for Pricing | No-code builder for custom AI agents and workflows | [.md](https://openaitools.app/tool/mindstudio.md) |
| 6 | [Eigent AI](https://openaitools.app/tool/eigent-ai) | 575,703 | +1.4% | Freemium, Free Trial, Contact for Pricing | Open-source desktop AI workforce that runs browser, file, and app tasks for you | [.md](https://openaitools.app/tool/eigent-ai.md) |
| 7 | [Taskade](https://openaitools.app/tool/taskade) | 539,714 | -9.4% | Freemium | Turn one prompt into live business apps, AI agents and automated workflows | [.md](https://openaitools.app/tool/taskade.md) |
| 8 | [Gumloop](https://openaitools.app/tool/gumloop) | 379,557 | -21.1% | Freemium, Paid, Contact for Pricing | Excels at visual no-code web scraping and data automation pipelines, but lacks Dust's dedicated internal knowledge base architecture. | [.md](https://openaitools.app/tool/gumloop.md) |
| 9 | [Tines](https://openaitools.app/tool/tines) | 273,260 | +24.4% | Freemium, Contact for Pricing | Focuses on secure enterprise workflow automation and security orchestration, but requires more manual setup for custom AI agents. | [.md](https://openaitools.app/tool/tines.md) |
| 10 | [Coze](https://openaitools.app/tool/coze) | 177,539 | -33.3% | Freemium | Build, automate and publish AI agents without starting from scratch | [.md](https://openaitools.app/tool/coze.md) |

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Source: https://openaitools.app/compare/adapt-vs-dust

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