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Vybe vs Viktor vs Claude Tag

Compare different approaches to agents, automation, and internal tools. See how the products compare across collaboration, model control, governance, and cost.

25 criteriaReviewed September 23, 2026How we compare
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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AI coworker

Viktor

Teams that prefer to delegate through Slack or Microsoft Teams, with connected tools and a workspace-wide model choice.

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AI in Slack

Claude Tag

Teams that want Claude participating directly in Slack, with channel-scoped tools, memory, and recurring tasks.

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Vybe vs Viktor vs Claude Tag: 25 criteria. Source links are provided within each cell.
25 CRITERIAVybeViktorClaude Tag
Agents & collaboration
AI coworkersHow you delegate work and give agents responsibilities.Supported

Specialized coworkers with their own responsibilities and tools.

Source
Supported

An AI coworker that works across business tools.

Source
Supported

Claude takes on tasks from a channel or DM.

Source
Team collaborationWhere people can work with the same agent and its outputs.Supported

Shared conversations and Slack threads with people and AI.

Source
Supported

Workspace members can work with Viktor in channels and DMs.

Source
Supported

Teammates can review and refine work in the same thread.

Source
Communication channelsThe surfaces where your team interacts with AI.Conditional

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

Source
Supported

Slack and Microsoft Teams.

Source
Supported

Slack channels and DMs with different access scopes.

Source
Agent handoffsDelegating work between specialized agents.Supported

Delegate work to other AI coworkers.

Source
Conditional

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

Source
Limited

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

Source
Persistent memory & skillsContext and reusable instructions that survive a single task.Supported

Persistent memory, company knowledge, and reusable skills.

Source
Supported

Workspace-scoped skills and memory.

Source
Supported

Persistent channel context, memory, and standing instructions.

Source
Automation & tools
Schedules & triggersRecurring work and event-driven execution.Supported

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

Source
Supported

Recurring tasks and proactive automations.

Source
Supported

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

Source
Browser automationWorking with websites beyond their APIs.Conditional

Hosted browser with persistent sessions; browser service required.

Source
Supported

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

Source
Limited

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

Source
Meeting intelligenceRecording, transcripts, and meeting follow-through.Conditional

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

Source
Conditional

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

Source
Limited

Not offered: no meeting recording or transcription documented.

Source
IntegrationsConnecting business tools and company data.Supported

Prebuilt connectors and custom integrations.

Source
Supported

3,200+ business-tool integrations advertised.

Source
Supported

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

Source
Apps & infrastructure
Custom app buildingCreating interactive tools for people and agents.Supported

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

Source
Supported

Build and deploy internal apps connected to business tools.

Source
Supported

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

Source
Internal publishingSharing tools and outputs inside your organization.Supported

Private, individual, and organization-wide app sharing.

Source
Supported

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

Source
Supported

Hosted artifacts accessible to people in the channel.

Source
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.

Source
Limited

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

Source
Limited

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

Source
Private resources & SSHConnecting resources that are not publicly accessible.Conditional

SSH tunnels and custom connections for private resources.

Source
Limited

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

Source
Limited

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

Source
Models & cost control
Model choiceWhich AI providers and models your team can use.Supported

22 models across nine providers.

Source
Supported

Choice across OpenAI, Anthropic, and Google.

Source
Supported

Choose from permitted Claude models, including Opus and Sonnet.

Source
Automatic model routingSelecting a model based on the work being done.Supported

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

Source
Conditional

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

Source
Conditional

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

Source
Custom routing rulesMapping task categories to models or capability tiers.Supported

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

Source
Conditional

Workspace defaults and individual scheduled-task settings.

Source
Conditional

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

Source
Separate coding policiesIndependent model policies for conversations and coding.Supported

Separate conversation and coding routing policies.

Source
Limited

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

Source
Limited

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

Source
Bring your own keysUsing your own AI provider credentials.Conditional

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

Source
Limited

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

Source
Limited

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

Source
Bring your own gatewayConnecting an existing AI gateway or model proxy.Supported

OpenRouter and Vercel AI Gateway.

Source
Limited

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

Source
Limited

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

Source
Security & governance
Single sign-onIdentity-provider integration and organizational sign-in.Conditional

SAML single sign-on for enterprise.

Source
Supported

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

Source
Conditional

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

Source
Audit & activity visibilityUnderstanding who did what, with which tools.Conditional

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

Source
Conditional

Enterprise audit logging; confirm required event coverage.

Source
Conditional

Documented activity trails; review your required audit scope.

Source
Human approvalsReviewing sensitive actions before execution.Not verified

Not verified in this review

Supported

Sensitive actions can wait for explicit approval in chat.

Source
Conditional

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

Source
Usage visibility & budgetsTracking consumption and controlling spend.Supported

Usage visibility and per-agent credit budgets.

Source
Conditional

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

Source
Supported

Monthly organization usage limit; DMs use personal accounts separately.

Source
Pricing & rollout
Billing modelWhat you pay for as usage grows.Supported

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

Source
Supported

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

Source
Conditional

Channel work draws from the organization’s usage balance.

Source
Seat pricingWhether bringing more people into the workspace adds a seat charge.Supported

Unlimited builders and viewers in your organization.

Source
Supported

No per-seat licenses; credits reflect model usage.

Source
Conditional

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

Source

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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    Vybe vs Viktor vs Claude Tag