Vybe vs Grok Team Bots vs Claude Cowork vs Gumloop

Specialized coworkers with their own responsibilities and tools.

Shared Team Bots built around a role, each with context, plugins, credentials, and memories; public beta on Teams and Enterprise plans.

Claude handles tasks in a working session.

Reusable agents with skills and tool access.

Shared conversations and Slack threads with people and AI.

Everyone works with the same Bot and its expertise, while each person's conversations and memories stay private.

Personal working sessions. Shared Slack-channel work is handled by the separate Claude Tag product.

Shared agents with owner, editor, viewer, and use-only access.

In-app chat, Slack, and email; other channels require setup.

Slack with a dedicated handle per Team Bot, alongside the Grok Bot app.

Desktop, web, and mobile; availability depends on plan and rollout.

Web chat, Slack, and API access to shared agents.

Delegate work to other AI coworkers.

Bots pass context between each other, hand off tasks, and can pass ownership so you are not the router between tools.

Task dispatch routes development work to Claude Code sessions; knowledge work runs in Cowork.

Agents can hand tasks to other agents.

Persistent memory, company knowledge, and reusable skills.

Team Bots keep separate context and memories per person while drawing on skills shared across the team.

Role-based plugins, skills, and connected tools.

Reusable skills and playbooks that evolve with use.

Schedules, events, and follow-ups with run history.

Routines run on a schedule or, where supported, after an event; background routines run while the laptop is closed.

Cloud tasks can run while devices are offline; local sessions use your computer.

Recurring or one-time scheduled runs plus event triggers from Gmail, Slack, Teams, and more.

Hosted browser with persistent sessions; browser service required.

Every Bot runs on a persistent cloud computer with a browser, filesystem, and terminal, and can log in to services in that browser.

Built-in browser or Claude in Chrome, subject to admin controls.

Interactive browser automation via the Website Scraper's Web Agent mode, an AI browsing node, and the Chrome extension.

Supported meeting recording, transcripts, and follow-up; meeting service required.

Not offered: connectors cover Gmail and Outlook calendars, but no meeting recording or transcription is documented.

Not offered: sessions work with files, the web, and connected tools; no meeting recording or transcription documented.

No native recording or transcription; meeting work centers on Gumball pre-meeting briefs from a connected calendar.

Prebuilt connectors and custom integrations.

Built-in connectors, a preconfigured connector catalog, and custom MCP servers.

Connectors for Slack, Google Workspace, Microsoft 365, and other tools.

Connectors, shared credentials, and MCP support.

Build apps with AI, inspect code, and iterate in a live preview.

Bots steer Cursor Projects and launch Cloud Agents for code work; no interactive app-building surface documented.

Works with files in a chosen folder; evaluate your app deployment workflow separately.

Not offered as a business-app builder: the platform ships agents, workflows, and hosted agent pages.

Private, individual, and organization-wide app sharing.

Not offered: Bot share links are public previews on x.ai; no internal publishing surface documented.

Not offered: outputs are documents, files, and deliverables in your Claude account; no internal app-publishing surface documented.

Hosted agent pages on gumloopagents.com with sign-in and role-based access.

Role-based access for owners, admins, editors, and members, with apps kept private, shared, or organization-wide.

Not offered: access follows connector permissions such as permission-aware Google Drive; no per-row data permissions documented.

Not offered: access is account- and admin-scoped; no per-row data permissions documented.

Not offered: access control uses organization and team roles plus custom feature roles, not per-row data permissions.

SSH tunnels and custom connections for private resources.

Custom MCP servers must be reachable over the public internet; local servers require a tunneling service.

Not offered: cloud sessions reach tools through connectors and MCP; no private-network or SSH access documented.

Not offered: tools connect through cloud connectors, MCP, and webhooks; no private-network or SSH access documented.

29 models across 11 providers.

Runs Grok models; no cross-provider model catalog documented for Bots.

Claude product experience, rather than a cross-provider model catalog.

35+ models advertised.

Auto routes tasks to Cheap, Balanced, or Smart tiers.

Not offered: no automatic task-to-model routing documented.

Not offered: runs on Claude models with no automatic cross-model routing documented.

Auto picks the model for each agent message, with mid-run escalation and fallbacks.

Choose tier models, map task categories, or pin a model.

Not offered: no task-category-to-model routing rules documented.

Not offered: admins control feature availability, not task-to-model routing rules.

Admins restrict models, pin per-agent presets, and set fallbacks; task-category mapping not offered.

Separate conversation and coding routing policies.

Not offered: Cursor team rules and privacy settings apply to Bots; no separate coding model policy documented.

Not offered: one Claude experience spans chat and coding work; no separate coding model policy documented.

Not offered: AI model governance restricts and pins models platform-wide; no separate coding policy documented.

Bring your own provider keys as part of an enterprise setup.

Credentials connect third-party tool APIs; no customer AI provider keys documented.

Not offered: runs on Anthropic-managed credentials; no customer provider keys documented.

BYOK on Pro and above; organization-wide keys on Enterprise.

OpenRouter and Vercel AI Gateway.

Not offered: no bring-your-own AI gateway documented.

Not offered: no bring-your-own AI gateway documented.

Provider proxy URL, custom headers, and model name mapping per provider on Enterprise.

SAML single sign-on for enterprise.

Members sign in with their Cursor account, so existing Cursor SSO and team membership apply.

Claude Team and Enterprise organizations support SAML SSO and JIT provisioning via WorkOS.

SAML SSO and SCIM for enterprise identity.

Access, agent activity, and tool usage for enterprise review.

Advanced audit controls ship on Enterprise plans; Grok Bot-specific audit coverage not documented.

Admins can monitor Cowork activity via OpenTelemetry; Cowork activity is not yet in the Compliance API.

Agent activity, tool-call tracking, and analytics.

Action-specific permissions and contact controls on every channel; explicit approval gates not documented.

Require Approval rules and Auto Review evaluate tool calls and computer actions; passwords and 2FA use human takeover.

Per-task permission approvals; admins control auto-approve mode and connector-tool always-allow.

App guardrails, spending approvals, and scoped policies.

Usage visibility and per-agent credit budgets.

Pooled billing with weekly usage allowances on premium seats; per-Bot budget controls not documented.

Usage analytics for admins on Team and Enterprise plans.

Spend caps by agent, team, or organization.

Free plan with $10 in credits every month; paid plans from $20/month. $1 = 100 credits; top-ups available.

Individual access via SuperGrok Heavy or Cursor Ultra; self-serve teams use premium seats with usage allowances; Enterprise is rolling out.

Available through paid Pro, Max, Team, or Enterprise plans.

Pro starts at $37/month; credits and an orchestration fee apply.

Unlimited builders and viewers in your organization.

Team seat management and consolidated billing on paid plans.

Per-seat pricing: Team standard seats $20/seat/mo billed annually ($25 monthly); Premium $100; Enterprise custom.

Unlimited seats listed on Pro and Enterprise.