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vsGrok Bot

Gumloop vs Grok Bot: Which is best for you?

Grok Bot gives each person an AI teammate with its own cloud computer. Gumloop is an enterprise-grade agent layer for your whole company.

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Samsara
Webflow
Ramp
Instacart
Shopify
Gusto
Gumloop turned our sales and marketing teams into builders, and saved us thousands of hours of manual work.
Ryan SchwartzVP, Marketing Systems & Intelligence, Samsara

What Gumloop does that Grok Bot can't

Any model you choose (including Grok)

Pick the right model for each agent: frontier models from Anthropic, OpenAI, xAI etc., or cheaper open-weight models. Switch whenever you want and bring your own keys.
Grok Bot
Grok Bot has no model picker for members or admins, and will always be limited to xAI models.

Agents in Slack with your own branding

Deploy white-labeled Slack agents, each with its own name, avatar, tools and permissions. Share them with everyone in your workspace (even people without Gumloop accounts).
Grok Bot
Grok Bot can use Slack as a tool, but it lives in its own desktop and mobile app.

Live dashboards and docs, on your company's domain

Ask an agent for a report and it builds a real dashboard, spreadsheet, or doc, hosts it at a versioned link, and can serve it from your own domain.
Grok Bot
Grok Bot leaves finished files in the workspace folder on its computer or attaches them to the conversation.

Secure, enterprise-grade credential scoping

Each Gumloop agent can only use the tools you give it, with the specific credentials it's given. A recruiting agent can read the applicant tracker, but not your CRM.
Grok Bot
A user's Bots all share a single computer and its logins. Grok Bot's docs tell admins not to use separate Bots as a security boundary.

Agents and deterministic workflows

Gumloop agents can call deterministic workflows for work that shouldn't be improvised. The workflow runs the logic; the agent decides what to do with the result.
Grok Bot
Grok Bot repeats work through routines, which put one Bot's skill on a schedule rather than giving you a workflow with branching and fan-out.

Your organizational knowledge, with citations

Connect services like Google Drive, Notion, Salesforce and Gong, etc. and agents will answer based on your company's real knowledge, with citations.
Grok Bot
A Bot keeps its own memory separate from the org. Grok Bot's docs advise asking it to check the current source rather than relying on memory for important decisions.

Gumloop vs. Grok Bot

Grok Bot is built around one person and their computer. Gumloop is built around an organization and its agents.

Gumloop
Grok BotGrok Bot
Platform and collaboration
Works in the browser
Desktop and mobile apps
Agents in Slack
Agents with their own email inboxes
Share and collaborate on agents with your whole team
Team-level shared credentials
AI capabilities & agents
Multi-model (xAI and Anthropic, OpenAI, Google, DeepSeek, etc.)
Bring your own key (BYOK) for models
Set your own model fallback order
Route model traffic through your own proxy
Drives a real browser on sites with no API
Persistent computer that stays signed in to your tools
Learns a task by watching you do it
Multiple agents working in parallel
Agents can invoke deterministic workflows
Company knowledge base with cited answers
Pricing
Flat pricing with every model included
Spend caps you control
Security, compliance, and governance
SOC 2 Type II
Single sign-on
Role-based access control
Custom roles built from individual permissions
Credential scoping per agent
Audit log of every agent action and tool call
Export logs to your own warehouse
Virtual private cloud (VPC) deployment
Run without storing inputs or outputs
Govern AI tools built outside the platform
One governance layer

Govern every AI tool from a central plane

Grok Bot is administered from the Cursor dashboard, inherits its tool policy, and shares its connector sign-ins. Gumloop governs at the level of the tool call: which agents may use which connectors and when, plain-English rules that block or flag an action, and one place to watch every MCP server your company uses, including agents you built elsewhere.

Model economics

Switch to cheaper models, whenever

Don't get locked in to one lab. Grok Bot picks models for you from a fixed set of xAI-only models. Gumloop gives you 35+ models, including Grok. When cheaper, smarter open-weight models ship, you have the flexibility to capture the savings with a single dropdown. Choose the model per agent, set your fallback order, BYOK for your existing model contracts, and route traffic through your own proxy. Org-wide allow/deny lists, automatic model fallbacks, and per-tool spend caps are all in the same admin console.

Gradient
Built by your experts

The people who know the work build the agents

Grok Bot gives each person their own Bots on their own computer, and sharing one passes along its configuration but not its access or history. In Gumloop, the person closest to a task builds the agent without engineers, then shares it with a team or the whole company, while IT still decides data access, models, and where it runs.

Gumloop vs. Grok Bot

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