All comparisons

Vybe vs Viktor vs Claude Cowork vs Grok Team Bots

Different approaches to agents, automation and internal tools.

  • Supported:Supported
  • Conditional:Conditional
  • Limited:Limited
  • Not verified:Not verified
Vybe vs Viktor vs Claude Cowork vs Grok Team Bots, 25 criteria
VybeViktorClaude CoworkGrok Team Bots
Agents & collaboration
AI coworkersSupported:

Specialized coworkers with their own responsibilities and tools.

Supported:

An AI coworker that works across business tools.

Supported:

Claude handles tasks in a working session.

Supported:

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

Team collaborationSupported:

Shared conversations and Slack threads with people and AI.

Supported:

Workspace members can work with Viktor in channels and DMs.

Limited:

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

Supported:

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

Communication channelsConditional:

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

Supported:

Slack and Microsoft Teams.

Conditional:

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

Supported:

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

Agent handoffsSupported:

Delegate work to other AI coworkers.

Conditional:

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

Conditional:

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

Supported:

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

Persistent memory & skillsSupported:

Persistent memory, company knowledge, and reusable skills.

Supported:

Workspace-scoped skills and memory.

Supported:

Role-based plugins, skills, and connected tools.

Supported:

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

Automation & tools
Schedules & triggersSupported:

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

Supported:

Recurring tasks and proactive automations.

Conditional:

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

Supported:

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

Browser automationConditional:

Hosted browser with persistent sessions; browser service required.

Supported:

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

Conditional:

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

Supported:

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

Meeting intelligenceConditional:

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

Conditional:

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

Limited:

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

Limited:

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

IntegrationsSupported:

Prebuilt connectors and custom integrations.

Supported:

3,200+ business-tool integrations advertised.

Supported:

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

Supported:

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

Apps & infrastructure
Custom app buildingSupported:

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

Supported:

Build and deploy internal apps connected to business tools.

Conditional:

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

Limited:

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

Internal publishingSupported:

Private, individual, and organization-wide app sharing.

Supported:

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

Limited:

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

Limited:

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

Row-level permissionsConditional:

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

Limited:

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

Limited:

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

Limited:

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

Private resources & SSHConditional:

SSH tunnels and custom connections for private resources.

Limited:

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

Limited:

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

Limited:

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

Models & cost control
Model choiceSupported:

29 models across 11 providers.

Supported:

Choice across OpenAI, Anthropic, and Google.

Conditional:

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

Conditional:

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

Automatic model routingSupported:

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

Conditional:

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

Limited:

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

Limited:

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

Custom routing rulesSupported:

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

Conditional:

Workspace defaults and individual scheduled-task settings.

Limited:

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

Limited:

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

Separate coding policiesSupported:

Separate conversation and coding routing policies.

Limited:

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

Limited:

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

Limited:

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

Bring your own keysConditional:

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

Limited:

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

Limited:

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

Limited:

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

Bring your own gatewaySupported:

OpenRouter and Vercel AI Gateway.

Limited:

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

Limited:

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

Limited:

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

Security & governance
Single sign-onConditional:

SAML single sign-on for enterprise.

Supported:

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

Conditional:

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

Conditional:

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

Audit & activity visibilityConditional:

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

Conditional:

Enterprise audit logging; confirm required event coverage.

Conditional:

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

Conditional:

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

Human approvalsConditional:

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

Supported:

Sensitive actions can wait for explicit approval in chat.

Conditional:

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

Supported:

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

Usage visibility & budgetsSupported:

Usage visibility and per-agent credit budgets.

Conditional:

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

Conditional:

Usage analytics for admins on Team and Enterprise plans.

Conditional:

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

Pricing & rollout
Billing modelSupported:

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

Supported:

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

Conditional:

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

Conditional:

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

Seat pricingSupported:

Unlimited builders and viewers in your organization.

Supported:

No per-seat licenses; credits reflect model usage.

Limited:

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

Conditional:

Team seat management and consolidated billing on paid plans.

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.

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    Vybe vs Viktor vs Claude Cowork vs Grok Team Bots