Vybe vs Gumloop vs Grok Team Bots vs Viktor

Specialized coworkers with their own responsibilities and tools.

Reusable agents with skills and tool access.

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

An AI coworker that works across business tools.

Shared conversations and Slack threads with people and AI.

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

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

Workspace members can work with Viktor in channels and DMs.

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

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

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

Slack and Microsoft Teams.

Delegate work to other AI coworkers.

Agents can hand tasks to other agents.

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

External agents can delegate work to Viktor through its MCP server and public API; internal multi-agent handoffs not documented.

Persistent memory, company knowledge, and reusable skills.

Reusable skills and playbooks that evolve with use.

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

Workspace-scoped skills and memory.

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

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

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

Recurring tasks and proactive automations.

Hosted browser with persistent sessions; browser service required.

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

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

Works the web directly: logs in, clicks through pages, fills forms, and pulls data from real sites.

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

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

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

Meeting follow-through runs through connected meeting tools like Symbl.ai, Fireflies, or Gong; native recording and transcription not documented.

Prebuilt connectors and custom integrations.

Connectors, shared credentials, and MCP support.

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

3,200+ business-tool integrations advertised.

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

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

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

Build and deploy internal apps connected to business tools.

Private, individual, and organization-wide app sharing.

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

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

Viktor Pages share finished documents and dashboards at links; Viktor Spaces are internal tools your team signs into.

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

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

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

Not offered: enterprise access is role-based (RBAC); no per-row data permissions documented.

SSH tunnels and custom connections for private resources.

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

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

Not offered: tools connect through cloud integrations and per-user OAuth; no private-network or SSH access documented.

29 models across 11 providers.

35+ models advertised.

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

Choice across OpenAI, Anthropic, and Google.

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

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

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

Workspace model and task-level cost presets; automatic category routing not verified.

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

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

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

Workspace defaults and individual scheduled-task settings.

Separate conversation and coding routing policies.

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

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

Not offered: model governance is workspace-wide with per-task presets; no separate coding policy documented.

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

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

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

Not offered: model providers run under Viktor-managed agreements; tool credentials are per-user OAuth handled by the Viktor gateway.

OpenRouter and Vercel AI Gateway.

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

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

Not offered: models run through the Viktor-managed stack; no bring-your-own gateway documented.

SAML single sign-on for enterprise.

SAML SSO and SCIM for enterprise identity.

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

SAML SSO via Okta, Entra ID, Google Workspace, OneLogin, or any SAML 2.0 IdP.

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

Agent activity, tool-call tracking, and analytics.

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

Enterprise audit logging; confirm required event coverage.

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

App guardrails, spending approvals, and scoped policies.

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

Sensitive actions can wait for explicit approval in chat.

Usage visibility and per-agent credit budgets.

Spend caps by agent, team, or organization.

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

Auto-topups with monthly spend caps; per-user spend caps on Enterprise.

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

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

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

Credit-based plans from $50/month, with trial credits.

Unlimited builders and viewers in your organization.

Unlimited seats listed on Pro and Enterprise.

Team seat management and consolidated billing on paid plans.

No per-seat licenses; credits reflect model usage.