Vybe vs Gumloop vs Claude Tag vs Lovable

Specialized coworkers with their own responsibilities and tools.

Reusable agents with skills and tool access.

Claude takes on tasks from a channel or DM.

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

Shared conversations and Slack threads with people and AI.

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

Teammates can review and refine work in the same thread.

Not verified in this review

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

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

Slack channels and DMs with different access scopes.

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

Delegate work to other AI coworkers.

Agents can hand tasks to other agents.

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

Not verified in this review

Persistent memory, company knowledge, and reusable skills.

Reusable skills and playbooks that evolve with use.

Persistent channel context, memory, and standing instructions.

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

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

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

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

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

Hosted browser with persistent sessions; browser service required.

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

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

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

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

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

Not offered: no meeting recording or transcription documented.

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

Prebuilt connectors and custom integrations.

Connectors, shared credentials, and MCP support.

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

Earlier record: ~30 integrations. Not reverified.

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

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

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

Not verified in this review

Private, individual, and organization-wide app sharing.

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

Hosted artifacts accessible to people in the channel.

Earlier record: Partial support. Not reverified.

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

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

Not offered: access is scoped per channel and by organization roles; no per-row data permissions documented.

Earlier record: Partial support. Not reverified.

SSH tunnels and custom connections for private resources.

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

Not offered: the ephemeral cloud sandbox reaches tools through configured connections; no private-network or SSH access documented.

Earlier record: Not supported. Not reverified.

22 models across nine providers.

35+ models advertised.

Choose from permitted Claude models, including Opus and Sonnet.

Not verified in this review

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

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

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

Not verified in this review

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

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

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

Not verified in this review

Separate conversation and coding routing policies.

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

Not offered: admins choose permitted Claude models per scope; no separate coding policy documented.

Not verified in this review

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

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

Not offered: Claude uses admin-provided tool accounts with credentials kept out of the sandbox; no customer model keys documented.

Not verified in this review

OpenRouter and Vercel AI Gateway.

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

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

Not verified in this review

SAML single sign-on for enterprise.

SAML SSO and SCIM for enterprise identity.

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

Earlier record: Not supported. Not reverified.

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

Agent activity, tool-call tracking, and analytics.

Documented activity trails; review your required audit scope.

Earlier record: Partial support. Not reverified.

Not verified in this review

App guardrails, spending approvals, and scoped policies.

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

Not verified in this review

Usage visibility and per-agent credit budgets.

Spend caps by agent, team, or organization.

Monthly organization usage limit; DMs use personal accounts separately.

Not verified in this review

Credits from $50/month. $1 = 100 credits; top-ups available.

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

Channel work draws from the organization’s usage balance.

Not verified in this review

Unlimited builders and viewers in your organization.

Unlimited seats listed on Pro and Enterprise.

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

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