Vybe vs Retool vs Claude Cowork vs Gumloop

Specialized coworkers with their own responsibilities and tools.

Earlier record: Workflows only. Workflow agents only, no autonomous operation. Not reverified.

Claude handles tasks in a working session.

Reusable agents with skills and tool access.

Shared conversations and Slack threads with people and AI.

Not verified in this review

Personal working sessions. Shared Slack-channel work is handled by the separate Claude Tag product.

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.

Desktop, web, and mobile; availability depends on plan and rollout.

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

Delegate work to other AI coworkers.

Not verified in this review

Task dispatch routes development work to Claude Code sessions; knowledge work runs in Cowork.

Agents can hand tasks to other agents.

Persistent memory, company knowledge, and reusable skills.

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

Role-based plugins, skills, and connected tools.

Reusable skills and playbooks that evolve with use.

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

Earlier record: Paid/run. Paid per workflow run. Not reverified.

Cloud tasks can run while devices are offline; local sessions use your computer.

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.

Built-in browser or Claude in Chrome, subject to admin controls.

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: sessions work with files, the web, and connected tools; 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: Supported. Not reverified.

Connectors for Slack, Google Workspace, Microsoft 365, and other tools.

Connectors, shared credentials, and MCP support.

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

Not verified in this review

Works with files in a chosen folder; 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 are documents, files, and deliverables in your Claude account; 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 account- and admin-scoped; 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: Supported. Not reverified.

Not offered: cloud sessions reach tools through connectors and MCP; 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

Claude product experience, rather than a cross-provider model catalog.

35+ models advertised.

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

Not verified in this review

Not offered: runs on Claude models 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: admins control feature availability, not task-to-model routing rules.

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 Claude experience spans chat and coding work; no separate coding model 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: runs on Anthropic-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: Supported. 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: Supported. Not reverified.

Admins can monitor Cowork activity via OpenTelemetry; Cowork activity is not yet in the Compliance API.

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

Per-task permission approvals; admins control auto-approve mode and connector-tool always-allow.

App guardrails, spending approvals, and scoped policies.

Usage visibility and per-agent credit budgets.

Not verified in this review

Usage analytics for admins on Team and Enterprise plans.

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

Available through paid Pro, Max, Team, or Enterprise plans.

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

Unlimited builders and viewers in your organization.

Earlier record: $10-50/seat. $10-50/builder + $5-15/end user per month. Not reverified.

Per-seat pricing: Team standard seats $20/seat/mo billed annually ($25 monthly); Premium $100; Enterprise custom.

Unlimited seats listed on Pro and Enterprise.