Vybe vs Notion vs OpenAI Dots vs Gumloop

Specialized coworkers with their own responsibilities and tools.

Earlier record: AI writing. AI writing assistant only. Not reverified.

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.

Not verified in this review

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.

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

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

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

Delegate work to other AI coworkers.

Not verified in this review

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.

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

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.

Earlier record: Limited. Limited automations available. Not reverified.

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.

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

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.

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

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.

Earlier record: Partial support. Not reverified.

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.

Not verified in this review

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.

Earlier record: Supported. Not reverified.

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.

Earlier record: Partial support. Not reverified.

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.

Earlier record: Not supported. Not reverified.

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.

Not verified in this review

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.

Not verified in this review

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.

Not verified in this review

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 verified in this review

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 verified in this review

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 verified in this review

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.

Earlier record: Partial support. Enterprise plans. Not reverified.

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.

Earlier record: Partial support. Not reverified.

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.

Not verified in this review

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.

Not verified in this review

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.

Not verified in this review

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.

Earlier record: $10-15/seat. $10-15 per member/month. Not reverified.

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.