Vybe vs Claude Cowork vs OpenAI Dots vs Claude Tag, 25 criteria
Vybe
Claude Cowork
OpenAI Dots
Claude Tag
Agents & collaboration
AI coworkers
Supported:
Specialized coworkers with their own responsibilities and tools.
Supported:
Claude handles tasks in a working session.
Conditional:
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.
Supported:
Claude takes on tasks from a channel or DM.
Team collaboration
Supported:
Shared conversations and Slack threads with people and AI.
Limited:
Personal working sessions. Shared Slack-channel work is handled by the separate Claude Tag product.
Conditional:
ChatGPT Space shared workspaces with agent-editable Pages; available on Pro, Business, and Enterprise plans.
Supported:
Teammates can review and refine work in the same thread.
Communication channels
Conditional:
In-app chat, Slack, and email; other channels require setup.
Conditional:
Desktop, web, and mobile; availability depends on plan and rollout.
Supported:
ChatGPT, Slack, Teams, SMS, and voice calls.
Supported:
Slack channels and DMs with different access scopes.
Agent handoffs
Supported:
Delegate work to other AI coworkers.
Conditional:
Task dispatch routes development work to Claude Code sessions; knowledge work runs in Cowork.
Conditional:
Specialist dots with defined org roles are in enterprise preview; general delegation between dots is not yet available.
Limited:
Not offered: one Claude works each thread; no delegation between specialized agents documented.
Persistent memory & skills
Supported:
Persistent memory, company knowledge, and reusable skills.
Supported:
Role-based plugins, skills, and connected tools.
Supported:
Dots learn your preferences, how you think, and your standards from ongoing feedback.
Supported:
Persistent channel context, memory, and standing instructions.
Automation & tools
Schedules & triggers
Supported:
Schedules, events, and follow-ups with run history.
Conditional:
Cloud tasks can run while devices are offline; local sessions use your computer.
Supported:
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.
Supported:
Routines on a schedule, channel watch, or repository event.
Browser automation
Conditional:
Hosted browser with persistent sessions; browser service required.
Conditional:
Built-in browser or Claude in Chrome, subject to admin controls.
Supported:
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.
Limited:
Not offered: work runs in an ephemeral cloud sandbox through channel-scoped tool connections; no browser-control tool documented.
Meeting intelligence
Conditional:
Supported meeting recording, transcripts, and follow-up; meeting service required.
Limited:
Not offered: sessions work with files, the web, and connected tools; no meeting recording or transcription documented.
Conditional:
Meeting note-taking via the ChatGPT Meetings plugin (beta, macOS desktop); no recording or transcription.
Limited:
Not offered: no meeting recording or transcription documented.
Integrations
Supported:
Prebuilt connectors and custom integrations.
Supported:
Connectors for Slack, Google Workspace, Microsoft 365, and other tools.
Supported:
Connects to 4,000+ apps through plugins.
Supported:
Admin-configured connections scoped to organizations, workspaces, or channels.
Apps & infrastructure
Custom app building
Supported:
Build apps with AI, inspect code, and iterate in a live preview.
Conditional:
Works with files in a chosen folder; evaluate your app deployment workflow separately.
Conditional:
Dots can build working apps and complete PRs as part of their work; evaluate your app deployment workflow separately.
Supported:
Interactive pages, charts, and code changes from the thread.
Internal publishing
Supported:
Private, individual, and organization-wide app sharing.
Limited:
Not offered: outputs are documents, files, and deliverables in your Claude account; no internal app-publishing surface documented.
Limited:
Not offered: outputs live in ChatGPT and connected surfaces; no internal app-publishing surface documented.
Supported:
Hosted artifacts accessible to people in the channel.
Row-level permissions
Conditional:
Role-based access for owners, admins, editors, and members, with apps kept private, shared, or organization-wide.
Limited:
Not offered: access is account- and admin-scoped; no per-row data permissions documented.
Limited:
Not offered: access is governed by ChatGPT plan permission rules; no per-row data permissions documented.
Limited:
Not offered: access is scoped per channel and by organization roles; no per-row data permissions documented.
Private resources & SSH
Conditional:
SSH tunnels and custom connections for private resources.
Limited:
Not offered: cloud sessions reach tools through connectors and MCP; no private-network or SSH access documented.
Limited:
Not offered: dots run on their own cloud computer and connect through plugins; no private-network or SSH access documented.
Limited:
Not offered: the ephemeral cloud sandbox reaches tools through configured connections; no private-network or SSH access documented.
Models & cost control
Model choice
Supported:
29 models across 11 providers.
Conditional:
Claude product experience, rather than a cross-provider model catalog.
Limited:
Runs on OpenAI's GPT-6 Astra; no other providers or bring-your-own-model options documented.
Supported:
Choose from permitted Claude models, including Opus and Sonnet.
Automatic model routing
Supported:
Auto routes tasks to Cheap, Balanced, or Smart tiers.
Limited:
Not offered: runs on Claude models with no automatic cross-model routing documented.
Limited:
Not offered: dots run on GPT-6 Astra with no automatic cross-model routing documented.
Conditional:
Choose a model for a thread, channel, or DM; automatic task routing not verified.
Custom routing rules
Supported:
Choose tier models, map task categories, or pin a model.
Limited:
Not offered: admins control feature availability, not task-to-model routing rules.
Limited:
Not offered: no task-category-to-model routing rules documented.
Conditional:
Admins set workspace and channel defaults; individual threads can switch models.
Separate coding policies
Supported:
Separate conversation and coding routing policies.
Limited:
Not offered: one Claude experience spans chat and coding work; no separate coding model policy documented.
Limited:
Not offered: one OpenAI model experience; no separate coding policy documented.
Limited:
Not offered: admins choose permitted Claude models per scope; no separate coding policy documented.
Bring your own keys
Conditional:
Bring your own provider keys as part of an enterprise setup.
Limited:
Not offered: runs on Anthropic-managed credentials; no customer provider keys documented.
Limited:
Not offered: dots run on OpenAI-managed credentials; no customer provider keys documented.
Limited:
Not offered: Claude uses admin-provided tool accounts with credentials kept out of the sandbox; no customer model keys documented.
Bring your own gateway
Supported:
OpenRouter and Vercel AI Gateway.
Limited:
Not offered: no bring-your-own AI gateway documented.
Limited:
Not offered: no bring-your-own AI gateway documented.
Limited:
Not offered: no bring-your-own model gateway documented.
Security & governance
Single sign-on
Conditional:
SAML single sign-on for enterprise.
Conditional:
Claude Team and Enterprise organizations support SAML SSO and JIT provisioning via WorkOS.
Conditional:
SAML SSO for Business, Enterprise, and Edu workspaces, configured workspace-wide via the Global Admin Console.
Conditional:
Claude Team and Enterprise organizations support SAML SSO and JIT provisioning via WorkOS.
Audit & activity visibility
Conditional:
Access, agent activity, and tool usage for enterprise review.
Conditional:
Admins can monitor Cowork activity via OpenTelemetry; Cowork activity is not yet in the Compliance API.
Conditional:
Compliance Logs Platform exports audit events for Enterprise and Edu workspaces; dot-specific audit coverage not documented.
Conditional:
Documented activity trails; review your required audit scope.
Human approvals
Conditional:
Action-specific permissions and contact controls on every channel; explicit approval gates not documented.
Conditional:
Per-task permission approvals; admins control auto-approve mode and connector-tool always-allow.
Supported:
Custom permission rules; dots request approval before sensitive actions like sending an invoice or making a purchase.
Conditional:
Every action passes a permission checker; admins pre-approve action types per scope with auto-mode allow rules.
Usage visibility & budgets
Supported:
Usage visibility and per-agent credit budgets.
Conditional:
Usage analytics for admins on Team and Enterprise plans.
Limited:
Not offered: no usage-tracking or per-agent budget controls documented; usage follows ChatGPT plan allowances.
Supported:
Monthly organization usage limit; DMs use personal accounts separately.
Pricing & rollout
Billing model
Supported:
Free plan with $10 in credits every month; paid plans from $20/month. $1 = 100 credits; top-ups available.
Conditional:
Available through paid Pro, Max, Team, or Enterprise plans.
Supported:
Included with Pro and Business Premium in eligible markets; the Enterprise, Edu, and Healthcare beta is admin-enabled and off by default.
Conditional:
Channel work draws from the organization’s usage balance.
Seat pricing
Supported:
Unlimited builders and viewers in your organization.
Limited:
Per-seat pricing: Team standard seats $20/seat/mo billed annually ($25 monthly); Premium $100; Enterprise custom.
Conditional:
Teammates can work with @ChatGPT in Slack or Teams without their own license; dot access follows ChatGPT plans.
Conditional:
Channel usage is not charged against individual seats; account eligibility still applies.
Published by Vybe from public product documentation, reviewed October 5, 2026. “Not verified” means our sources didn’t confirm it, not that the feature is missing. Confirm what matters with each provider.