Vybe
Teams that want to delegate ongoing work, build their own internal tools, and control model choice in the same workspace.
Get startedCompare different approaches to agents, automation, and internal tools. See how the products compare across collaboration, model control, governance, and cost.
Teams that want to delegate ongoing work, build their own internal tools, and control model choice in the same workspace.
Get startedTeams that prefer to delegate through Slack or Microsoft Teams, with connected tools and a workspace-wide model choice.
See the detailsPeople who want Claude to work directly with their files, documents, and connected tools, with desktop and cloud options.
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| 25 CRITERIA | Vybe | Viktor | Claude Cowork |
|---|---|---|---|
| Agents & collaboration | |||
| AI coworkersHow you delegate work and give agents responsibilities. | Supported 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. |
| Team collaborationWhere people can work with the same agent and its outputs. | Supported 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. |
| Communication channelsThe surfaces where your team interacts with AI. | Conditional 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. |
| Agent handoffsDelegating work between specialized agents. | Supported 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. |
| Persistent memory & skillsContext and reusable instructions that survive a single task. | Supported Persistent memory, company knowledge, and reusable skills. | Supported Workspace-scoped skills and memory. | Supported Role-based plugins, skills, and connected tools. |
| Automation & tools | |||
| Schedules & triggersRecurring work and event-driven execution. | Supported 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. |
| Browser automationWorking with websites beyond their APIs. | Conditional 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. |
| Meeting intelligenceRecording, transcripts, and meeting follow-through. | Conditional 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. |
| IntegrationsConnecting business tools and company data. | Supported Prebuilt connectors and custom integrations. | Supported 3,200+ business-tool integrations advertised. | Supported Connectors for Slack, Google Workspace, Microsoft 365, and other tools. |
| Apps & infrastructure | |||
| Custom app buildingCreating interactive tools for people and agents. | Supported 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. |
| Internal publishingSharing tools and outputs inside your organization. | Supported 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. |
| Row-level permissionsAccess enforced per database row or record. | Conditional 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. |
| Private resources & SSHConnecting resources that are not publicly accessible. | Conditional 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. |
| Models & cost control | |||
| Model choiceWhich AI providers and models your team can use. | Supported 22 models across nine providers. | Supported Choice across OpenAI, Anthropic, and Google. | Conditional Claude product experience, rather than a cross-provider model catalog. |
| Automatic model routingSelecting a model based on the work being done. | Supported 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. |
| Custom routing rulesMapping task categories to models or capability tiers. | Supported 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. |
| Separate coding policiesIndependent model policies for conversations and coding. | Supported 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. |
| Bring your own keysUsing your own AI provider credentials. | Conditional 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. |
| Bring your own gatewayConnecting an existing AI gateway or model proxy. | Supported 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. |
| Security & governance | |||
| Single sign-onIdentity-provider integration and organizational sign-in. | Conditional 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. |
| Audit & activity visibilityUnderstanding who did what, with which tools. | Conditional 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. |
| Human approvalsReviewing sensitive actions before execution. | Not verified Not verified in this review | 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. |
| Usage visibility & budgetsTracking consumption and controlling spend. | Supported 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. |
| Pricing & rollout | |||
| Billing modelWhat you pay for as usage grows. | Supported Credits from $50/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. |
| Seat pricingWhether bringing more people into the workspace adds a seat charge. | Supported 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. |
Published by Vybe. The five current comparisons use linked public product documentation, reviewed September 23, 2026. Capabilities can depend on plan, region, configuration, or rollout. “Not verified” means we haven’t established support from the sources in this review; it does not mean a feature is unavailable.
We compare the named product, not every product its company sells. Earlier comparisons are labeled separately. For a buying decision, confirm the details that matter with each provider.
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