AI workspace
Vybe
Teams that want to delegate ongoing work, build their own internal tools, and control model choice in the same workspace.
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Vybe vs Viktor vs Notion
Compare different approaches to agents, automation, and internal tools. See how the products compare across collaboration, model control, governance, and cost.
AI coworker
Viktor
Teams that prefer to delegate through Slack or Microsoft Teams, with connected tools and a workspace-wide model choice.
See the detailsEarlier comparison
Notion
This comparison predates the current review. Confirm capabilities and pricing with the provider before making a decision.
See the detailsThe details, side by side.
Add up to three alternatives VybeClaude CoworkClaude TagViktorGumloopZapierLovableReplitRetoolAirtableNotionSpreadsheetSoftrSuperblocks
This view includes earlier records that have not been reverified. Treat those columns as historical reference, not current product guidance.
SupportedConditionalLimitedNot verified
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| 25 CRITERIA | Vybe | Viktor | Notion |
|---|---|---|---|
| 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. | Not verified Earlier record: AI writing. AI writing assistant only. Not reverified. |
| 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. | Not verified Not verified in this review |
| 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. | Not verified Earlier record: Not supported. No multi-channel messaging. Not reverified. |
| 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. | Not verified Not verified in this review |
| 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. | Not verified Earlier record: Not supported. No persistent memory. Not reverified. |
| Automation & tools | |||
| Schedules & triggersRecurring work and event-driven execution. | Supported Schedules, events, and follow-ups with run history. | Supported Recurring tasks and proactive automations. | Not verified Earlier record: Limited. Limited automations available. Not reverified. |
| 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. | Not verified Earlier record: Not supported. No browser automation. Not reverified. |
| 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. | Not verified Earlier record: Not supported. No meeting capabilities. Not reverified. |
| IntegrationsConnecting business tools and company data. | Supported Prebuilt connectors and custom integrations. | Supported 3,200+ business-tool integrations advertised. | Not verified Earlier record: Partial support. Not reverified. |
| 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. | Not verified Not verified in this review |
| 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. | Not verified Earlier record: Supported. Not reverified. |
| 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. | Not verified Earlier record: Partial support. Not reverified. |
| 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. | Not verified Earlier record: Not supported. Not reverified. |
| 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. | Not verified Not verified in this review |
| 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. | Not verified Not verified in this review |
| 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. | Not verified Not verified in this review |
| 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. | Not verified Not verified in this review |
| 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. | Not verified Not verified in this review |
| 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. | Not verified Not verified in this review |
| 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. | Not verified Earlier record: Partial support. Enterprise plans. Not reverified. |
| 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. | Not verified Earlier record: Partial support. Not reverified. |
| Human approvalsReviewing sensitive actions before execution. | Not verified Not verified in this review | Supported Sensitive actions can wait for explicit approval in chat. | Not verified Not verified in this review |
| 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. | Not verified Not verified in this review |
| 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. | Not verified Not verified in this review |
| 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. | Not verified Earlier record: $10-15/seat. $10-15 per member/month. Not reverified. |
A comparison you can check.
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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