Vybe vs Lovable vs Claude Cowork vs OpenAI Dots

Specialized coworkers with their own responsibilities and tools.

Earlier record: Generates only. AI generates apps but doesn't operate them. Not reverified.

Claude handles tasks in a working session.

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.

Shared conversations and Slack threads with people and AI.

Not verified in this review

Personal working sessions. Shared Slack-channel work is handled by the separate Claude Tag product.

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

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

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

Desktop, web, and mobile; availability depends on plan and rollout.

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

Delegate work to other AI coworkers.

Not verified in this review

Task dispatch routes development work to Claude Code sessions; knowledge work runs in Cowork.

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

Persistent memory, company knowledge, and reusable skills.

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

Role-based plugins, skills, and connected tools.

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

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

Earlier record: Not supported. No scheduled workflows. Not reverified.

Cloud tasks can run while devices are offline; local sessions use your computer.

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.

Hosted browser with persistent sessions; browser service required.

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

Built-in browser or Claude in Chrome, subject to admin controls.

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.

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

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

Not offered: sessions work with files, the web, and connected tools; no meeting recording or transcription documented.

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

Prebuilt connectors and custom integrations.

Earlier record: ~30 integrations. Not reverified.

Connectors for Slack, Google Workspace, Microsoft 365, and other tools.

Connects to 4,000+ apps through plugins.

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

Not verified in this review

Works with files in a chosen folder; evaluate your app deployment workflow separately.

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

Private, individual, and organization-wide app sharing.

Earlier record: Partial support. Not reverified.

Not offered: outputs are documents, files, and deliverables in your Claude account; no internal app-publishing surface documented.

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

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: access is account- and admin-scoped; no per-row data permissions documented.

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

SSH tunnels and custom connections for private resources.

Earlier record: Not supported. Not reverified.

Not offered: cloud sessions reach tools through connectors and MCP; 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.

29 models across 11 providers.

Not verified in this review

Claude product experience, rather than a cross-provider model catalog.

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

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

Not verified in this review

Not offered: runs on Claude models with no automatic cross-model routing documented.

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

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

Not verified in this review

Not offered: admins control feature availability, not task-to-model routing rules.

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

Separate conversation and coding routing policies.

Not verified in this review

Not offered: one Claude experience spans chat and coding work; no separate coding model policy documented.

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

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

Not verified in this review

Not offered: runs on Anthropic-managed credentials; no customer provider keys documented.

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

OpenRouter and Vercel AI Gateway.

Not verified in this review

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

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

SAML single sign-on for enterprise.

Earlier record: Not supported. Not reverified.

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

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

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

Earlier record: Partial support. Not reverified.

Admins can monitor Cowork activity via OpenTelemetry; Cowork activity is not yet in the Compliance API.

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

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

Not verified in this review

Per-task permission approvals; admins control auto-approve mode and connector-tool always-allow.

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

Usage visibility and per-agent credit budgets.

Not verified in this review

Usage analytics for admins on Team and Enterprise plans.

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

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

Not verified in this review

Available through paid Pro, Max, Team, or Enterprise plans.

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

Unlimited builders and viewers in your organization.

Earlier record: $25-100/mo. $25-100/month with collaborator limits. Not reverified.

Per-seat pricing: Team standard seats $20/seat/mo billed annually ($25 monthly); Premium $100; Enterprise custom.

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