All comparisons

Vybe vs OpenAI Dots vs Gumloop

Different approaches to agents, automation and internal tools.

  • Supported:Supported
  • Conditional:Conditional
  • Limited:Limited
  • Not verified:Not verified
Vybe vs OpenAI Dots vs Gumloop, 25 criteria
VybeOpenAI DotsGumloop
Agents & collaboration
AI coworkersSupported:

Specialized coworkers with their own responsibilities and tools.

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:

Reusable agents with skills and tool access.

Team collaborationSupported:

Shared conversations and Slack threads with people and AI.

Conditional:

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

Supported:

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

Communication channelsConditional:

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

Supported:

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

Supported:

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

Agent handoffsSupported:

Delegate work to other AI coworkers.

Conditional:

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

Supported:

Agents can hand tasks to other agents.

Persistent memory & skillsSupported:

Persistent memory, company knowledge, and reusable skills.

Supported:

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

Supported:

Reusable skills and playbooks that evolve with use.

Automation & tools
Schedules & triggersSupported:

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

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:

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

Browser automationConditional:

Hosted browser with persistent sessions; browser service required.

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.

Supported:

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

Meeting intelligenceConditional:

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

Conditional:

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

Conditional:

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

IntegrationsSupported:

Prebuilt connectors and custom integrations.

Supported:

Connects to 4,000+ apps through plugins.

Supported:

Connectors, shared credentials, and MCP support.

Apps & infrastructure
Custom app buildingSupported:

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

Conditional:

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

Limited:

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

Internal publishingSupported:

Private, individual, and organization-wide app sharing.

Limited:

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

Supported:

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

Row-level permissionsConditional:

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

Limited:

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

Limited:

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

Private resources & SSHConditional:

SSH tunnels and custom connections for private resources.

Limited:

Not offered: dots run on their own cloud computer and connect through plugins; no private-network or SSH access documented.

Limited:

Not offered: tools connect through cloud connectors, MCP, and webhooks; no private-network or SSH access documented.

Models & cost control
Model choiceSupported:

29 models across 11 providers.

Limited:

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

Supported:

35+ models advertised.

Automatic model routingSupported:

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

Limited:

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

Supported:

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

Custom routing rulesSupported:

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

Limited:

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

Conditional:

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

Separate coding policiesSupported:

Separate conversation and coding routing policies.

Limited:

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

Limited:

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

Bring your own keysConditional:

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

Limited:

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

Conditional:

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

Bring your own gatewaySupported:

OpenRouter and Vercel AI Gateway.

Limited:

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

Conditional:

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

Security & governance
Single sign-onConditional:

SAML single sign-on for enterprise.

Conditional:

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

Conditional:

SAML SSO and SCIM for enterprise identity.

Audit & activity visibilityConditional:

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

Conditional:

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

Supported:

Agent activity, tool-call tracking, and analytics.

Human approvalsConditional:

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

Supported:

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

Supported:

App guardrails, spending approvals, and scoped policies.

Usage visibility & budgetsSupported:

Usage visibility and per-agent credit budgets.

Limited:

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

Supported:

Spend caps by agent, team, or organization.

Pricing & rollout
Billing modelSupported:

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

Supported:

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

Conditional:

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

Seat pricingSupported:

Unlimited builders and viewers in your organization.

Conditional:

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

Supported:

Unlimited seats listed on Pro and Enterprise.

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.

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    Vybe vs OpenAI Dots vs Gumloop