Vybe vs Notion vs Gumloop vs OpenAI Dots

Specialized coworkers with their own responsibilities and tools.

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

Reusable agents with skills and tool access.

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

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

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.

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

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

Delegate work to other AI coworkers.

Not verified in this review

Agents can hand tasks to other agents.

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.

Reusable skills and playbooks that evolve with use.

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

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

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

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

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.

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

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.

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

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

Prebuilt connectors and custom integrations.

Earlier record: Partial support. Not reverified.

Connectors, shared credentials, and MCP support.

Connects to 4,000+ apps through plugins.

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

Not verified in this review

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

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: Supported. Not reverified.

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

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

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: tools connect through cloud connectors, MCP, and webhooks; 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

35+ models advertised.

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

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

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

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

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

Separate conversation and coding routing policies.

Not verified in this review

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

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

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

OpenRouter and Vercel AI Gateway.

Not verified in this review

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

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

SAML single sign-on for enterprise.

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

SAML SSO and SCIM for enterprise identity.

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.

Agent activity, tool-call tracking, and analytics.

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

App guardrails, spending approvals, and scoped policies.

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

Spend caps by agent, team, or organization.

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

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

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

Unlimited seats listed on Pro and Enterprise.

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