Vybe vs Grok Team Bots vs Claude Tag vs Gumloop, 25 criteria
Vybe
Grok Team Bots
Claude Tag
GGumloop
Agents & collaboration
AI coworkers
Supported:
Specialized coworkers with their own responsibilities and tools.
Supported:
Shared Team Bots built around a role, each with context, plugins, credentials, and memories; public beta on Teams and Enterprise plans.
Supported:
Claude takes on tasks from a channel or DM.
Supported:
Reusable agents with skills and tool access.
Team collaboration
Supported:
Shared conversations and Slack threads with people and AI.
Supported:
Everyone works with the same Bot and its expertise, while each person's conversations and memories stay private.
Supported:
Teammates can review and refine work in the same thread.
Supported:
Shared agents with owner, editor, viewer, and use-only access.
Communication channels
Conditional:
In-app chat, Slack, and email; other channels require setup.
Supported:
Slack with a dedicated handle per Team Bot, alongside the Grok Bot app.
Supported:
Slack channels and DMs with different access scopes.
Supported:
Web chat, Slack, and API access to shared agents.
Agent handoffs
Supported:
Delegate work to other AI coworkers.
Supported:
Bots pass context between each other, hand off tasks, and can pass ownership so you are not the router between tools.
Limited:
Not offered: one Claude works each thread; no delegation between specialized agents documented.
Supported:
Agents can hand tasks to other agents.
Persistent memory & skills
Supported:
Persistent memory, company knowledge, and reusable skills.
Supported:
Team Bots keep separate context and memories per person while drawing on skills shared across the team.
Supported:
Persistent channel context, memory, and standing instructions.
Supported:
Reusable skills and playbooks that evolve with use.
Automation & tools
Schedules & triggers
Supported:
Schedules, events, and follow-ups with run history.
Supported:
Routines run on a schedule or, where supported, after an event; background routines run while the laptop is closed.
Supported:
Routines on a schedule, channel watch, or repository event.
Supported:
Recurring or one-time scheduled runs plus event triggers from Gmail, Slack, Teams, and more.
Browser automation
Conditional:
Hosted browser with persistent sessions; browser service required.
Supported:
Every Bot runs on a persistent cloud computer with a browser, filesystem, and terminal, and can log in to services in that browser.
Limited:
Not offered: work runs in an ephemeral cloud sandbox through channel-scoped tool connections; no browser-control tool documented.
Supported:
Interactive browser automation via the Website Scraper's Web Agent mode, an AI browsing node, and the Chrome extension.
Meeting intelligence
Conditional:
Supported meeting recording, transcripts, and follow-up; meeting service required.
Limited:
Not offered: connectors cover Gmail and Outlook calendars, but no meeting recording or transcription is documented.
Limited:
Not offered: no meeting recording or transcription documented.
Conditional:
No native recording or transcription; meeting work centers on Gumball pre-meeting briefs from a connected calendar.
Integrations
Supported:
Prebuilt connectors and custom integrations.
Supported:
Built-in connectors, a preconfigured connector catalog, and custom MCP servers.
Supported:
Admin-configured connections scoped to organizations, workspaces, or channels.
Supported:
Connectors, shared credentials, and MCP support.
Apps & infrastructure
Custom app building
Supported:
Build apps with AI, inspect code, and iterate in a live preview.
Limited:
Bots steer Cursor Projects and launch Cloud Agents for code work; no interactive app-building surface documented.
Supported:
Interactive pages, charts, and code changes from the thread.
Limited:
Not offered as a business-app builder: the platform ships agents, workflows, and hosted agent pages.
Internal publishing
Supported:
Private, individual, and organization-wide app sharing.
Limited:
Not offered: Bot share links are public previews on x.ai; no internal publishing surface documented.
Supported:
Hosted artifacts accessible to people in the channel.
Supported:
Hosted agent pages on gumloopagents.com with sign-in and role-based access.
Row-level permissions
Conditional:
Role-based access for owners, admins, editors, and members, with apps kept private, shared, or organization-wide.
Limited:
Not offered: access follows connector permissions such as permission-aware Google Drive; no per-row data permissions documented.
Limited:
Not offered: access is scoped per channel and by organization roles; no per-row data permissions documented.
Limited:
Not offered: access control uses organization and team roles plus custom feature roles, not per-row data permissions.
Private resources & SSH
Conditional:
SSH tunnels and custom connections for private resources.
Limited:
Custom MCP servers must be reachable over the public internet; local servers require a tunneling service.
Limited:
Not offered: the ephemeral cloud sandbox reaches tools through configured connections; no private-network or SSH access documented.
Limited:
Not offered: tools connect through cloud connectors, MCP, and webhooks; no private-network or SSH access documented.
Models & cost control
Model choice
Supported:
29 models across 11 providers.
Conditional:
Runs Grok models; no cross-provider model catalog documented for Bots.
Supported:
Choose from permitted Claude models, including Opus and Sonnet.
Supported:
35+ models advertised.
Automatic model routing
Supported:
Auto routes tasks to Cheap, Balanced, or Smart tiers.
Limited:
Not offered: no automatic task-to-model routing documented.
Conditional:
Choose a model for a thread, channel, or DM; automatic task routing not verified.
Supported:
Auto picks the model for each agent message, with mid-run escalation and fallbacks.
Custom routing rules
Supported:
Choose tier models, map task categories, or pin a model.
Limited:
Not offered: no task-category-to-model routing rules documented.
Conditional:
Admins set workspace and channel defaults; individual threads can switch models.
Conditional:
Admins restrict models, pin per-agent presets, and set fallbacks; task-category mapping not offered.
Separate coding policies
Supported:
Separate conversation and coding routing policies.
Limited:
Not offered: Cursor team rules and privacy settings apply to Bots; no separate coding model policy documented.
Limited:
Not offered: admins choose permitted Claude models per scope; no separate coding policy documented.
Limited:
Not offered: AI model governance restricts and pins models platform-wide; no separate coding policy documented.
Bring your own keys
Conditional:
Bring your own provider keys as part of an enterprise setup.
Limited:
Credentials connect third-party tool APIs; no customer AI provider keys documented.
Limited:
Not offered: Claude uses admin-provided tool accounts with credentials kept out of the sandbox; no customer model keys documented.
Conditional:
BYOK on Pro and above; organization-wide keys on Enterprise.
Bring your own gateway
Supported:
OpenRouter and Vercel AI Gateway.
Limited:
Not offered: no bring-your-own AI gateway documented.
Limited:
Not offered: no bring-your-own model gateway documented.
Conditional:
Provider proxy URL, custom headers, and model name mapping per provider on Enterprise.
Security & governance
Single sign-on
Conditional:
SAML single sign-on for enterprise.
Conditional:
Members sign in with their Cursor account, so existing Cursor SSO and team membership apply.
Conditional:
Claude Team and Enterprise organizations support SAML SSO and JIT provisioning via WorkOS.
Conditional:
SAML SSO and SCIM for enterprise identity.
Audit & activity visibility
Conditional:
Access, agent activity, and tool usage for enterprise review.
Conditional:
Advanced audit controls ship on Enterprise plans; Grok Bot-specific audit coverage not documented.
Conditional:
Documented activity trails; review your required audit scope.
Supported:
Agent activity, tool-call tracking, and analytics.
Human approvals
Conditional:
Action-specific permissions and contact controls on every channel; explicit approval gates not documented.
Supported:
Require Approval rules and Auto Review evaluate tool calls and computer actions; passwords and 2FA use human takeover.
Conditional:
Every action passes a permission checker; admins pre-approve action types per scope with auto-mode allow rules.
Supported:
App guardrails, spending approvals, and scoped policies.
Usage visibility & budgets
Supported:
Usage visibility and per-agent credit budgets.
Conditional:
Pooled billing with weekly usage allowances on premium seats; per-Bot budget controls not documented.
Supported:
Monthly organization usage limit; DMs use personal accounts separately.
Supported:
Spend caps by agent, team, or organization.
Pricing & rollout
Billing model
Supported:
Free plan with $10 in credits every month; paid plans from $20/month. $1 = 100 credits; top-ups available.
Conditional:
Individual access via SuperGrok Heavy or Cursor Ultra; self-serve teams use premium seats with usage allowances; Enterprise is rolling out.
Conditional:
Channel work draws from the organization’s usage balance.
Conditional:
Pro starts at $37/month; credits and an orchestration fee apply.
Seat pricing
Supported:
Unlimited builders and viewers in your organization.
Conditional:
Team seat management and consolidated billing on paid plans.
Conditional:
Channel usage is not charged against individual seats; account eligibility still applies.
Supported:
Unlimited seats listed on Pro and Enterprise.
Published by Vybe from public product documentation, reviewed October 5, 2026. “Not verified” means our sources didn’t confirm it, not that the feature is missing. Confirm what matters with each provider.