Vybe vs Claude Tag vs Viktor vs Gumloop

Specialized coworkers with their own responsibilities and tools.

Claude takes on tasks from a channel or DM.

An AI coworker that works across business tools.

Reusable agents with skills and tool access.

Shared conversations and Slack threads with people and AI.

Teammates can review and refine work in the same thread.

Workspace members can work with Viktor in channels and DMs.

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

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

Slack channels and DMs with different access scopes.

Slack and Microsoft Teams.

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

Delegate work to other AI coworkers.

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

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

Agents can hand tasks to other agents.

Persistent memory, company knowledge, and reusable skills.

Persistent channel context, memory, and standing instructions.

Workspace-scoped skills and memory.

Reusable skills and playbooks that evolve with use.

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

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

Recurring tasks and proactive automations.

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

Hosted browser with persistent sessions; browser service required.

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

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

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

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

Not offered: no meeting recording or transcription documented.

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

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

Prebuilt connectors and custom integrations.

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

3,200+ business-tool integrations advertised.

Connectors, shared credentials, and MCP support.

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

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

Build and deploy internal apps connected to business tools.

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

Private, individual, and organization-wide app sharing.

Hosted artifacts accessible to people in the channel.

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

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

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

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

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

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

SSH tunnels and custom connections for private resources.

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

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

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

29 models across 11 providers.

Choose from permitted Claude models, including Opus and Sonnet.

Choice across OpenAI, Anthropic, and Google.

35+ models advertised.

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

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

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

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

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

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

Workspace defaults and individual scheduled-task settings.

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

Separate conversation and coding routing policies.

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

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

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

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

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

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

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

OpenRouter and Vercel AI Gateway.

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

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

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

SAML single sign-on for enterprise.

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

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

SAML SSO and SCIM for enterprise identity.

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

Documented activity trails; review your required audit scope.

Enterprise audit logging; confirm required event coverage.

Agent activity, tool-call tracking, and analytics.

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

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

Sensitive actions can wait for explicit approval in chat.

App guardrails, spending approvals, and scoped policies.

Usage visibility and per-agent credit budgets.

Monthly organization usage limit; DMs use personal accounts separately.

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

Spend caps by agent, team, or organization.

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

Channel work draws from the organization’s usage balance.

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

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

Unlimited builders and viewers in your organization.

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

No per-seat licenses; credits reflect model usage.

Unlimited seats listed on Pro and Enterprise.