All comparisons

Vybe vs Claude Tag vs Grok Team Bots vs Viktor

Different approaches to agents, automation and internal tools.

  • Supported:Supported
  • Conditional:Conditional
  • Limited:Limited
  • Not verified:Not verified
Vybe vs Claude Tag vs Grok Team Bots vs Viktor, 25 criteria
VybeClaude TagGrok Team BotsViktor
Agents & collaboration
AI coworkersSupported:

Specialized coworkers with their own responsibilities and tools.

Supported:

Claude takes on tasks from a channel or DM.

Supported:

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

Supported:

An AI coworker that works across business tools.

Team collaborationSupported:

Shared conversations and Slack threads with people and AI.

Supported:

Teammates can review and refine work in the same thread.

Supported:

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

Supported:

Workspace members can work with Viktor in channels and DMs.

Communication channelsConditional:

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

Supported:

Slack channels and DMs with different access scopes.

Supported:

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

Supported:

Slack and Microsoft Teams.

Agent handoffsSupported:

Delegate work to other AI coworkers.

Limited:

Not offered: one Claude works each thread; no delegation between specialized agents documented.

Supported:

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

Conditional:

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

Persistent memory & skillsSupported:

Persistent memory, company knowledge, and reusable skills.

Supported:

Persistent channel context, memory, and standing instructions.

Supported:

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

Supported:

Workspace-scoped skills and memory.

Automation & tools
Schedules & triggersSupported:

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

Supported:

Routines on a schedule, channel watch, or repository event.

Supported:

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

Supported:

Recurring tasks and proactive automations.

Browser automationConditional:

Hosted browser with persistent sessions; browser service required.

Limited:

Not offered: work runs in an ephemeral cloud sandbox through channel-scoped tool connections; no browser-control tool documented.

Supported:

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

Supported:

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

Meeting intelligenceConditional:

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

Limited:

Not offered: no meeting recording or transcription documented.

Limited:

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

Conditional:

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

IntegrationsSupported:

Prebuilt connectors and custom integrations.

Supported:

Admin-configured connections scoped to organizations, workspaces, or channels.

Supported:

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

Supported:

3,200+ business-tool integrations advertised.

Apps & infrastructure
Custom app buildingSupported:

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

Supported:

Interactive pages, charts, and code changes from the thread.

Limited:

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

Supported:

Build and deploy internal apps connected to business tools.

Internal publishingSupported:

Private, individual, and organization-wide app sharing.

Supported:

Hosted artifacts accessible to people in the channel.

Limited:

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

Supported:

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

Row-level permissionsConditional:

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

Limited:

Not offered: access is scoped per channel and by organization roles; 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.

Limited:

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

Private resources & SSHConditional:

SSH tunnels and custom connections for private resources.

Limited:

Not offered: the ephemeral cloud sandbox reaches tools through configured connections; no private-network or SSH access documented.

Limited:

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

Limited:

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

Models & cost control
Model choiceSupported:

29 models across 11 providers.

Supported:

Choose from permitted Claude models, including Opus and Sonnet.

Conditional:

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

Supported:

Choice across OpenAI, Anthropic, and Google.

Automatic model routingSupported:

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

Conditional:

Choose a model for a thread, channel, or DM; automatic task routing not verified.

Limited:

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

Conditional:

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

Custom routing rulesSupported:

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

Conditional:

Admins set workspace and channel defaults; individual threads can switch models.

Limited:

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

Conditional:

Workspace defaults and individual scheduled-task settings.

Separate coding policiesSupported:

Separate conversation and coding routing policies.

Limited:

Not offered: admins choose permitted Claude models per scope; no separate coding policy documented.

Limited:

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

Limited:

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

Bring your own keysConditional:

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

Limited:

Not offered: Claude uses admin-provided tool accounts with credentials kept out of the sandbox; no customer model keys documented.

Limited:

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

Limited:

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

Bring your own gatewaySupported:

OpenRouter and Vercel AI Gateway.

Limited:

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

Limited:

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

Limited:

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

Security & governance
Single sign-onConditional:

SAML single sign-on for enterprise.

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.

Supported:

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

Audit & activity visibilityConditional:

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

Conditional:

Documented activity trails; review your required audit scope.

Conditional:

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

Conditional:

Enterprise audit logging; confirm required event coverage.

Human approvalsConditional:

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

Conditional:

Every action passes a permission checker; admins pre-approve action types per scope with auto-mode allow rules.

Supported:

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

Supported:

Sensitive actions can wait for explicit approval in chat.

Usage visibility & budgetsSupported:

Usage visibility and per-agent credit budgets.

Supported:

Monthly organization usage limit; DMs use personal accounts separately.

Conditional:

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

Conditional:

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

Pricing & rollout
Billing modelSupported:

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

Conditional:

Channel work draws from the organization’s usage balance.

Conditional:

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

Supported:

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

Seat pricingSupported:

Unlimited builders and viewers in your organization.

Conditional:

Channel usage is not charged against individual seats; account eligibility still applies.

Conditional:

Team seat management and consolidated billing on paid plans.

Supported:

No per-seat licenses; credits reflect model usage.

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.

Stop working with AI alone

2 min setup · No credit card required

    Vybe vs Claude Tag vs Grok Team Bots vs Viktor