Vybe vs Notion vs Grok Team Bots vs Gumloop

Specialized coworkers with their own responsibilities and tools.

Earlier record: AI writing. AI writing assistant only. Not reverified.

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

Reusable agents with skills and tool access.

Shared conversations and Slack threads with people and AI.

Not verified in this review

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

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

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

Earlier record: Not supported. No multi-channel messaging. Not reverified.

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

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

Delegate work to other AI coworkers.

Not verified in this review

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

Agents can hand tasks to other agents.

Persistent memory, company knowledge, and reusable skills.

Earlier record: Not supported. No persistent memory. Not reverified.

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

Reusable skills and playbooks that evolve with use.

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

Earlier record: Limited. Limited automations available. Not reverified.

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

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

Hosted browser with persistent sessions; browser service required.

Earlier record: Not supported. No browser automation. Not reverified.

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

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.

Earlier record: Not supported. No meeting capabilities. Not reverified.

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

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

Prebuilt connectors and custom integrations.

Earlier record: Partial support. Not reverified.

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

Connectors, shared credentials, and MCP support.

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

Not verified in this review

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

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

Private, individual, and organization-wide app sharing.

Earlier record: Supported. Not reverified.

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

Earlier record: Partial support. Not reverified.

Not offered: access follows connector permissions such as permission-aware Google Drive; 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.

Earlier record: Not supported. Not reverified.

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

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

29 models across 11 providers.

Not verified in this review

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

35+ models advertised.

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

Not verified in this review

Not offered: no automatic task-to-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 verified in this review

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

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

Separate conversation and coding routing policies.

Not verified in this review

Not offered: Cursor team rules and privacy settings apply to Bots; 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.

Not verified in this review

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

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

OpenRouter and Vercel AI Gateway.

Not verified in this review

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.

Earlier record: Partial support. Enterprise plans. Not reverified.

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

SAML SSO and SCIM for enterprise identity.

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

Earlier record: Partial support. Not reverified.

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

Agent activity, tool-call tracking, and analytics.

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

Not verified in this review

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

App guardrails, spending approvals, and scoped policies.

Usage visibility and per-agent credit budgets.

Not verified in this review

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

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.

Not verified in this review

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

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

Unlimited builders and viewers in your organization.

Earlier record: $10-15/seat. $10-15 per member/month. Not reverified.

Team seat management and consolidated billing on paid plans.

Unlimited seats listed on Pro and Enterprise.