Vybe vs Viktor vs OpenAI Dots vs Gumloop

Specialized coworkers with their own responsibilities and tools.

An AI coworker that works across business tools.

One always-on primary dot per user, working 24/7 toward goals on its own cloud computer; role-based specialist dots are in enterprise preview and teams of dots are not yet available.

Reusable agents with skills and tool access.

Shared conversations and Slack threads with people and AI.

Workspace members can work with Viktor in channels and DMs.

ChatGPT Space shared workspaces with agent-editable Pages; available on Pro, Business, and Enterprise plans.

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

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

Slack and Microsoft Teams.

ChatGPT, Slack, Teams, SMS, and voice calls.

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

Delegate work to other AI coworkers.

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

Specialist dots with defined org roles are in enterprise preview; general delegation between dots is not yet available.

Agents can hand tasks to other agents.

Persistent memory, company knowledge, and reusable skills.

Workspace-scoped skills and memory.

Dots learn your preferences, how you think, and your standards from ongoing feedback.

Reusable skills and playbooks that evolve with use.

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

Recurring tasks and proactive automations.

Team tasks act on a schedule or in response to events like a new email or Slack message; MCP events trigger automations from connected apps.

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

Hosted browser with persistent sessions; browser service required.

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

Each dot has its own cloud computer and browser; you can open your dot's computer to inspect its work, and dots can connect to your laptop with permission.

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

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

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

Meeting note-taking via the ChatGPT Meetings plugin (beta, macOS desktop); no recording or transcription.

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

Prebuilt connectors and custom integrations.

3,200+ business-tool integrations advertised.

Connects to 4,000+ apps through plugins.

Connectors, shared credentials, and MCP support.

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

Build and deploy internal apps connected to business tools.

Dots can build working apps and complete PRs as part of their work; evaluate your app deployment workflow separately.

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

Private, individual, and organization-wide app sharing.

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

Not offered: outputs live in ChatGPT and connected surfaces; no internal app-publishing surface documented.

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

Role-based access for owners, admins, editors, and members, with apps kept private, shared, or organization-wide.

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

Not offered: access is governed by ChatGPT plan permission rules; no per-row data permissions documented.

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

SSH tunnels and custom connections for private resources.

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

Not offered: dots run on their own cloud computer and connect through plugins; no private-network or SSH access documented.

Not offered: tools connect through cloud connectors, MCP, and webhooks; no private-network or SSH access documented.

29 models across 11 providers.

Choice across OpenAI, Anthropic, and Google.

Runs on OpenAI's GPT-6 Astra; no other providers or bring-your-own-model options documented.

35+ models advertised.

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

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

Not offered: dots run on GPT-6 Astra with no automatic cross-model routing documented.

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

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

Workspace defaults and individual scheduled-task settings.

Not offered: no task-category-to-model routing rules documented.

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

Separate conversation and coding routing policies.

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

Not offered: one OpenAI model experience; no separate coding policy documented.

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

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

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

Not offered: dots run on OpenAI-managed credentials; no customer provider keys documented.

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

OpenRouter and Vercel AI Gateway.

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

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

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

SAML single sign-on for enterprise.

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

SAML SSO for Business, Enterprise, and Edu workspaces, configured workspace-wide via the Global Admin Console.

SAML SSO and SCIM for enterprise identity.

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

Enterprise audit logging; confirm required event coverage.

Compliance Logs Platform exports audit events for Enterprise and Edu workspaces; dot-specific audit coverage not documented.

Agent activity, tool-call tracking, and analytics.

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

Sensitive actions can wait for explicit approval in chat.

Custom permission rules; dots request approval before sensitive actions like sending an invoice or making a purchase.

App guardrails, spending approvals, and scoped policies.

Usage visibility and per-agent credit budgets.

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

Not offered: no usage-tracking or per-agent budget controls documented; usage follows ChatGPT plan allowances.

Spend caps by agent, team, or organization.

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

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

Included with Pro and Business Premium in eligible markets; the Enterprise, Edu, and Healthcare beta is admin-enabled and off by default.

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

Unlimited builders and viewers in your organization.

No per-seat licenses; credits reflect model usage.

Teammates can work with @ChatGPT in Slack or Teams without their own license; dot access follows ChatGPT plans.

Unlimited seats listed on Pro and Enterprise.