Vybe vs Retool vs Viktor

Specialized coworkers with their own responsibilities and tools.

Earlier record: Workflows only. Workflow agents only, no autonomous operation. Not reverified.

An AI coworker that works across business tools.

Shared conversations and Slack threads with people and AI.

Not verified in this review

Workspace members can work with Viktor in channels and DMs.

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

Earlier record: Not supported. No multi-channel messaging. Not reverified.

Slack and Microsoft Teams.

Delegate work to other AI coworkers.

Not verified in this review

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.

Earlier record: Not supported. No persistent memory. Not reverified.

Workspace-scoped skills and memory.

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

Earlier record: Paid/run. Paid per workflow run. Not reverified.

Recurring tasks and proactive automations.

Hosted browser with persistent sessions; browser service required.

Earlier record: Not supported. No browser automation. Not reverified.

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.

Earlier record: Not supported. No meeting capabilities. Not reverified.

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.

Earlier record: Supported. Not reverified.

3,200+ business-tool integrations advertised.

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

Not verified in this review

Build and deploy internal apps connected to business tools.

Private, individual, and organization-wide app sharing.

Earlier record: Supported. Not reverified.

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.

Earlier record: Partial support. Not reverified.

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

SSH tunnels and custom connections for private resources.

Earlier record: Supported. Not reverified.

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

29 models across 11 providers.

Not verified in this review

Choice across OpenAI, Anthropic, and Google.

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

Not verified in this review

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

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

Not verified in this review

Workspace defaults and individual scheduled-task settings.

Separate conversation and coding routing policies.

Not verified in this review

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 verified in this review

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 verified in this review

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

SAML single sign-on for enterprise.

Earlier record: Supported. Not reverified.

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

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

Earlier record: Supported. Not reverified.

Enterprise audit logging; confirm required event coverage.

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

Not verified in this review

Sensitive actions can wait for explicit approval in chat.

Usage visibility and per-agent credit budgets.

Not verified in this review

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

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

Not verified in this review

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

Unlimited builders and viewers in your organization.

Earlier record: $10-50/seat. $10-50/builder + $5-15/end user per month. Not reverified.

No per-seat licenses; credits reflect model usage.