Vybe vs Claude Cowork vs Gumloop vs Viktor

Specialized coworkers with their own responsibilities and tools.

Claude handles tasks in a working session.

Reusable agents with skills and tool access.

An AI coworker that works across business tools.

Shared conversations and Slack threads with people and AI.

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

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

Workspace members can work with Viktor in channels and DMs.

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

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

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

Slack and Microsoft Teams.

Delegate work to other AI coworkers.

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

Agents can hand tasks to other agents.

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.

Role-based plugins, skills, and connected tools.

Reusable skills and playbooks that evolve with use.

Workspace-scoped skills and memory.

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

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

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

Recurring tasks and proactive automations.

Hosted browser with persistent sessions; browser service required.

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

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

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.

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

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

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

Connectors, shared credentials, and MCP support.

3,200+ business-tool integrations advertised.

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

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

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

Build and deploy internal apps connected to business tools.

Private, individual, and organization-wide app sharing.

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

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

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 is account- and admin-scoped; no per-row data permissions documented.

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

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

SSH tunnels and custom connections for private resources.

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

Not offered: tools connect through cloud connectors, MCP, and webhooks; 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.

22 models across nine providers.

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

35+ models advertised.

Choice across OpenAI, Anthropic, and Google.

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

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

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

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

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

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

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

Workspace defaults and individual scheduled-task settings.

Separate conversation and coding routing policies.

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

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

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

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

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.

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

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

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

SAML single sign-on for enterprise.

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

SAML SSO and SCIM for enterprise identity.

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

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

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

Agent activity, tool-call tracking, and analytics.

Enterprise audit logging; confirm required event coverage.

Not verified in this review

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

App guardrails, spending approvals, and scoped policies.

Sensitive actions can wait for explicit approval in chat.

Usage visibility and per-agent credit budgets.

Usage analytics for admins on Team and Enterprise plans.

Spend caps by agent, team, or organization.

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

Credits from $50/month. $1 = 100 credits; top-ups available.

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

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

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

Unlimited builders and viewers in your organization.

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

Unlimited seats listed on Pro and Enterprise.

No per-seat licenses; credits reflect model usage.