Vybe vs OpenAI Dots vs Gumloop vs Claude Tag

Specialized coworkers with their own responsibilities and 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.

Claude takes on tasks from a channel or DM.

Shared conversations and Slack threads with people and AI.

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.

Teammates can review and refine work in the same thread.

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

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

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

Slack channels and DMs with different access scopes.

Delegate work to other AI coworkers.

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.

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

Persistent memory, company knowledge, and reusable skills.

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

Reusable skills and playbooks that evolve with use.

Persistent channel context, memory, and standing instructions.

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

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.

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

Hosted browser with persistent sessions; browser service required.

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.

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

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

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.

Not offered: no meeting recording or transcription documented.

Prebuilt connectors and custom integrations.

Connects to 4,000+ apps through plugins.

Connectors, shared credentials, and MCP support.

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

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

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.

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

Private, individual, and organization-wide app sharing.

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.

Hosted artifacts accessible to people in the channel.

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

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.

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

SSH tunnels and custom connections for private resources.

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.

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

29 models across 11 providers.

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

35+ models advertised.

Choose from permitted Claude models, including Opus and Sonnet.

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

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

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

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.

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

Separate conversation and coding routing policies.

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.

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

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

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

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

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

OpenRouter and Vercel AI Gateway.

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

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

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

SAML single sign-on for enterprise.

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

SAML SSO and SCIM for enterprise identity.

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

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

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

Agent activity, tool-call tracking, and analytics.

Documented activity trails; review your required audit scope.

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

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

App guardrails, spending approvals, and scoped policies.

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

Usage visibility and per-agent credit budgets.

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

Spend caps by agent, team, or organization.

Monthly organization usage limit; DMs use personal accounts separately.

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

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.

Channel work draws from the organization’s usage balance.

Unlimited builders and viewers in your organization.

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.

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