Vybe vs Notion vs Claude Tag vs Gumloop

Specialized coworkers with their own responsibilities and tools.

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

Claude takes on tasks from a channel or DM.

Reusable agents with skills and tool access.

Shared conversations and Slack threads with people and AI.

Not verified in this review

Teammates can review and refine work in the same thread.

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.

Slack channels and DMs with different access scopes.

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

Delegate work to other AI coworkers.

Not verified in this review

Not offered: one Claude works each thread; no delegation between specialized agents documented.

Agents can hand tasks to other agents.

Persistent memory, company knowledge, and reusable skills.

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

Persistent channel context, memory, and standing instructions.

Reusable skills and playbooks that evolve with use.

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

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

Routines on a schedule, channel watch, or repository event.

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.

Not offered: work runs in an ephemeral cloud sandbox through channel-scoped tool connections; no browser-control tool documented.

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.

Not offered: no meeting recording or transcription documented.

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.

Admin-configured connections scoped to organizations, workspaces, or channels.

Connectors, shared credentials, and MCP support.

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

Not verified in this review

Interactive pages, charts, and code changes from the thread.

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.

Hosted artifacts accessible to people in the channel.

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 scoped per channel and by organization roles; 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: the ephemeral cloud sandbox reaches tools through configured connections; 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

Choose from permitted Claude models, including Opus and Sonnet.

35+ models advertised.

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

Not verified in this review

Choose a model for a thread, channel, or DM; automatic task routing not verified.

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

Admins set workspace and channel defaults; individual threads can switch models.

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: admins choose permitted Claude models per scope; 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: Claude uses admin-provided tool accounts with credentials kept out of the sandbox; no customer model 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 model 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.

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

SAML SSO and SCIM for enterprise identity.

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

Earlier record: Partial support. Not reverified.

Documented activity trails; review your required audit scope.

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

Every action passes a permission checker; admins pre-approve action types per scope with auto-mode allow rules.

App guardrails, spending approvals, and scoped policies.

Usage visibility and per-agent credit budgets.

Not verified in this review

Monthly organization usage limit; DMs use personal accounts separately.

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

Channel work draws from the organization’s usage balance.

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.

Channel usage is not charged against individual seats; account eligibility still applies.

Unlimited seats listed on Pro and Enterprise.