Vybe vs Viktor vs Claude Tag vs Claude Cowork

Specialized coworkers with their own responsibilities and tools.

An AI coworker that works across business tools.

Claude takes on tasks from a channel or DM.

Claude handles tasks in a working session.

Shared conversations and Slack threads with people and AI.

Workspace members can work with Viktor in channels and DMs.

Teammates can review and refine work in the same thread.

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

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

Slack and Microsoft Teams.

Slack channels and DMs with different access scopes.

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

Delegate work to other AI coworkers.

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

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

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

Persistent memory, company knowledge, and reusable skills.

Workspace-scoped skills and memory.

Persistent channel context, memory, and standing instructions.

Role-based plugins, skills, and connected tools.

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

Recurring tasks and proactive automations.

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

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

Hosted browser with persistent sessions; browser service required.

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

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

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

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

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

Not offered: no meeting recording or transcription documented.

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

Prebuilt connectors and custom integrations.

3,200+ business-tool integrations advertised.

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

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

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

Build and deploy internal apps connected to business tools.

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

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

Private, individual, and organization-wide app sharing.

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

Hosted artifacts accessible to people in the channel.

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

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

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

Not offered: access is scoped per channel and by organization roles; no per-row data permissions documented.

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

SSH tunnels and custom connections for private resources.

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

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

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

29 models across 11 providers.

Choice across OpenAI, Anthropic, and Google.

Choose from permitted Claude models, including Opus and Sonnet.

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

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

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

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

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

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

Workspace defaults and individual scheduled-task settings.

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

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

Separate conversation and coding routing policies.

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

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

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

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

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

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

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

OpenRouter and Vercel AI Gateway.

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

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

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

SAML single sign-on for enterprise.

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

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

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

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

Enterprise audit logging; confirm required event coverage.

Documented activity trails; review your required audit scope.

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

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

Sensitive actions can wait for explicit approval in chat.

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

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

Usage visibility and per-agent credit budgets.

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

Monthly organization usage limit; DMs use personal accounts separately.

Usage analytics for admins on Team and Enterprise plans.

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

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

Channel work draws from the organization’s usage balance.

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

Unlimited builders and viewers in your organization.

No per-seat licenses; credits reflect model usage.

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

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