# Adapt vs Clusy

Adapt records 31,479 monthly visits with -21.2% month-over-month growth and Freemium, Free Trial pricing. Clusy records 15,075 monthly visits with -5.7% growth and Freemium pricing.

| Metric | [Adapt](https://openaitools.app/tool/adapt) | [Clusy](https://openaitools.app/tool/clusy) |
| :--- | :--- | :--- |
| Website URL | https://adapt.com | https://www.clusy.io |
| Categories | AI Agent, AI Data Mining, AI For Data Analytics | AI Agent, AI Assistant, AI For Data Analytics, AI Code Assistant |
| Pricing Model | Freemium, Free Trial | Freemium |
| Monthly Visits | 31,479 | 15,075 |
| MoM Growth Rate | -21.2% | -5.7% |
| Primary Market | United States | United States |
| Direct Visits | 26,034 | 6,021 |
| Review Score | 4.2 | 4.2 |
| Saved Count | 0 | 0 |
| 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)

## Clusy

Clusy is an AI-native notebook environment designed for data scientists, ML engineers and analysts who want to move from exploring data to training and shipping models without leaving their notebook. Instead of stitching together a local IDE, a cloud sandbox and a workflow orchestrator, Clusy puts an autonomous agent, live tables, editable notebooks and cloud compute into a single workspace.

The platform emphasizes parallel execution, durable workspaces and elastic compute. You can branch experiments, run replicated kernels, compare model architectures side by side, and keep long-running workloads alive without losing progress. Clusy's accompanying Portal runtime can move running Python jobs across clouds and CPU/GPU architectures, and durable execution lets long jobs run on cheaper spot compute to reduce cloud costs.

Clusy is offered as a hosted product with usage-based tiers. Free access covers the Auto model on a CPU sandbox, while paid plans unlock frontier models, more checkpoint storage, bigger GPUs and higher sandbox RAM and concurrency. Integrations such as Databricks, Snowflake and Hugging Face datasets make Clusy a practical layer on top of existing data stacks.

**Pricing & Plans:** Freemium usage-based pricing. Free tier includes the Auto model on a CPU sandbox and 5 GB checkpoint storage. Plus is $12/mo (frontier models plus a T4 GPU), Pro is $30/mo (all open models, entry GPUs), Max starts at $90/mo with larger GPUs up to H200, and an Enterprise option exists with custom limits and SSO.

- **Agent-native notebook:** An autonomous AI agent works inside your notebook, sourcing datasets, preprocessing data, engineering features and running experiments alongside you.
- **Parallel and replicated execution:** Launch parallel experiments, replicate kernels and compare model architectures simultaneously instead of queuing work serially.
- **Elastic cloud CPU and GPU sandboxes:** Start on a CPU sandbox and scale up to T4, L4, A10, A100 or H200 GPUs with configurable RAM as your workloads grow.
- **Durable workspaces and checkpoints:** Durable execution keeps long-running jobs alive across spot interruptions, with checkpoint storage from 5 GB on Free up to 2 TB on Max.
- **Data stack integrations:** Connect Databricks, Snowflake and Hugging Face datasets to pull data directly into notebooks and live tables.

**Strengths:** Unifies agent, notebook and elastic cloud compute in one workspace; Transparent usage-based pricing with a genuinely usable free tier; Durable execution reduces cloud costs by tolerating spot interruptions; Integrates with Databricks, Snowflake and Hugging Face

**Limitations:** GPU-heavy and frontier-model tiers can become costly at scale; Newer product with a smaller ecosystem than established notebooks; Free tier retains checkpoints for only three days

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

## Frequently Asked Questions

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

Adapt has 31,479 monthly visits, while Clusy has 15,075. 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%; Clusy has -5.7%.

### 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. Clusy: Freemium. Freemium usage-based pricing. Free tier includes the Auto model on a CPU sandbox and 5 GB checkpoint storage. Plus is $12/mo (frontier models plus a T4 GPU), Pro is $30/mo (all open models, entry GPUs), Max starts at $90/mo with larger GPUs up to H200, and an Enterprise option exists with custom limits and SSO.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Claude](https://openaitools.app/tool/claude-2) | 1,253,439,413 | +23.8% | Freemium | Anthropic's frontier AI workspace powered by Claude 5.5 for agentic coding, analysis, and nuanced writing. | [.md](https://openaitools.app/tool/claude-2.md) |
| 2 | [Notion](https://openaitools.app/tool/t) | 173,441,670 | +0.1% | Freemium | The AI workspace where teams and agents get work done together | [.md](https://openaitools.app/tool/t.md) |
| 3 | [Salesforce Agentforce (formerly Einstein)](https://openaitools.app/tool/salesforce-einstein) | 111,910,743 | +2.2% | Freemium | Autonomous enterprise AI agents and CRM intelligence powered by Salesforce Data 360 and Atlas. | [.md](https://openaitools.app/tool/salesforce-einstein.md) |
| 4 | [Cursor](https://openaitools.app/tool/cursor) | 23,297,751 | +8.4% | Freemium | The AI coding agent for building ambitious software | [.md](https://openaitools.app/tool/cursor.md) |
| 5 | [Google Antigravity](https://openaitools.app/tool/google-antigravity) | 16,054,109 | +8.1% | Freemium | Google's agent-first development platform for building and shipping software with AI agents | [.md](https://openaitools.app/tool/google-antigravity.md) |
| 6 | [Replit](https://openaitools.app/tool/replit) | 10,016,437 | -7.7% | Freemium, Paid | Describe your idea and Replit builds a working app in minutes | [.md](https://openaitools.app/tool/replit.md) |
| 7 | [Glean](https://openaitools.app/tool/glean) | 3,301,875 | +0.1% | Contact for Pricing | Enterprise AI grounded in your company's own knowledge | [.md](https://openaitools.app/tool/glean.md) |
| 8 | [Abacus.AI](https://openaitools.app/tool/abacus-ai) | 3,278,636 | -1.7% | Contact for Pricing | An all-in-one AI super assistant for professionals and enterprises | [.md](https://openaitools.app/tool/abacus-ai.md) |
| 9 | [Clawdbot (OpenClaw)](https://openaitools.app/tool/clawdbot) | 1,903,068 | -25.4% | Paid, Free | Open-source personal AI assistant that runs on your own machine and works from chat apps | [.md](https://openaitools.app/tool/clawdbot.md) |
| 10 | [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) |

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

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