All comparisons

Vybe vs Superblocks vs Gumloop vs Claude Cowork

Different approaches to agents, automation and internal tools.

  • Supported:Supported
  • Conditional:Conditional
  • Limited:Limited
  • Not verified:Not verified

Earlier records haven’t been reverified. Treat them as historical.

Vybe vs Superblocks vs Gumloop vs Claude Cowork, 25 criteria
VybeSuperblocksGumloopClaude Cowork
Agents & collaboration
AI coworkersSupported:

Specialized coworkers with their own responsibilities and tools.

Not verified:

Earlier record: Builds only. Clark AI builds apps but doesn't operate autonomously. Not reverified.

Supported:

Reusable agents with skills and tool access.

Supported:

Claude handles tasks in a working session.

Team collaborationSupported:

Shared conversations and Slack threads with people and AI.

Not verified:

Not verified in this review

Supported:

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

Limited:

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

Communication channelsConditional:

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

Not verified:

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

Supported:

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

Conditional:

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

Agent handoffsSupported:

Delegate work to other AI coworkers.

Not verified:

Not verified in this review

Supported:

Agents can hand tasks to other agents.

Conditional:

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

Persistent memory & skillsSupported:

Persistent memory, company knowledge, and reusable skills.

Not verified:

Earlier record: Enterprise. Clark Memory — Enterprise plan only. Not reverified.

Supported:

Reusable skills and playbooks that evolve with use.

Supported:

Role-based plugins, skills, and connected tools.

Automation & tools
Schedules & triggersSupported:

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

Not verified:

Earlier record: Enterprise. Enterprise plan only. Not reverified.

Supported:

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

Conditional:

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

Browser automationConditional:

Hosted browser with persistent sessions; browser service required.

Not verified:

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

Supported:

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

Conditional:

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

Meeting intelligenceConditional:

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

Not verified:

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

Conditional:

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

Limited:

Not offered: sessions work with files, the web, and connected tools; no meeting recording or transcription documented.

IntegrationsSupported:

Prebuilt connectors and custom integrations.

Not verified:

Earlier record: 50+. Growing but limited compared to Vybe. Not reverified.

Supported:

Connectors, shared credentials, and MCP support.

Supported:

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

Apps & infrastructure
Custom app buildingSupported:

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

Not verified:

Not verified in this review

Limited:

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

Conditional:

Works with files in a chosen folder; evaluate your app deployment workflow separately.

Internal publishingSupported:

Private, individual, and organization-wide app sharing.

Not verified:

Earlier record: Supported. Not reverified.

Supported:

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

Limited:

Not offered: outputs are documents, files, and deliverables in your Claude account; no internal app-publishing surface documented.

Row-level permissionsConditional:

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

Not verified:

Earlier record: Enterprise RBAC. RBAC on Enterprise plan. Not reverified.

Limited:

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

Limited:

Not offered: access is account- and admin-scoped; no per-row data permissions documented.

Private resources & SSHConditional:

SSH tunnels and custom connections for private resources.

Not verified:

Earlier record: Not supported. VPC deployment available on Enterprise. Not reverified.

Limited:

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

Limited:

Not offered: cloud sessions reach tools through connectors and MCP; no private-network or SSH access documented.

Models & cost control
Model choiceSupported:

29 models across 11 providers.

Not verified:

Not verified in this review

Supported:

35+ models advertised.

Conditional:

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

Automatic model routingSupported:

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

Not verified:

Not verified in this review

Supported:

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

Limited:

Not offered: runs on Claude models with no automatic cross-model routing documented.

Custom routing rulesSupported:

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

Not verified:

Not verified in this review

Conditional:

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

Limited:

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

Separate coding policiesSupported:

Separate conversation and coding routing policies.

Not verified:

Not verified in this review

Limited:

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

Limited:

Not offered: one Claude experience spans chat and coding work; no separate coding model policy documented.

Bring your own keysConditional:

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

Not verified:

Not verified in this review

Conditional:

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

Limited:

Not offered: runs on Anthropic-managed credentials; no customer provider keys documented.

Bring your own gatewaySupported:

OpenRouter and Vercel AI Gateway.

Not verified:

Not verified in this review

Conditional:

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

Limited:

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

Security & governance
Single sign-onConditional:

SAML single sign-on for enterprise.

Not verified:

Earlier record: Enterprise. Enterprise plan only (SSO/SAML/OIDC). Not reverified.

Conditional:

SAML SSO and SCIM for enterprise identity.

Conditional:

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

Audit & activity visibilityConditional:

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

Not verified:

Earlier record: Enterprise. Enterprise plan only. Not reverified.

Supported:

Agent activity, tool-call tracking, and analytics.

Conditional:

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

Human approvalsConditional:

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

Not verified:

Not verified in this review

Supported:

App guardrails, spending approvals, and scoped policies.

Conditional:

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

Usage visibility & budgetsSupported:

Usage visibility and per-agent credit budgets.

Not verified:

Not verified in this review

Supported:

Spend caps by agent, team, or organization.

Conditional:

Usage analytics for admins on Team and Enterprise plans.

Pricing & rollout
Billing modelSupported:

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

Not verified:

Not verified in this review

Conditional:

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

Conditional:

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

Seat pricingSupported:

Unlimited builders and viewers in your organization.

Not verified:

Earlier record: $49-80/seat. $49-80 per AI builder/month. Not reverified.

Supported:

Unlimited seats listed on Pro and Enterprise.

Limited:

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

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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