Vybe vs Replit vs Gumloop

Specialized coworkers with their own responsibilities and tools.

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

Reusable agents with skills and tool access.

Shared conversations and Slack threads with people and AI.

Not verified in this review

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.

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

Delegate work to other AI coworkers.

Not verified in this review

Agents can hand tasks to other agents.

Persistent memory, company knowledge, and reusable skills.

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

Reusable skills and playbooks that evolve with use.

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

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

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.

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.

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

Prebuilt connectors and custom integrations.

Earlier record: ~50 integrations. Not reverified.

Connectors, shared credentials, and MCP support.

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

Not verified in this review

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: Partial support. Not reverified.

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: Not supported. Not reverified.

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: 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

35+ models advertised.

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

Not verified in this review

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 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: 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

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

OpenRouter and Vercel AI Gateway.

Not verified in this review

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.

SAML SSO and SCIM for enterprise identity.

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

Earlier record: Partial support. Not reverified.

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

App guardrails, spending approvals, and scoped policies.

Usage visibility and per-agent credit budgets.

Not verified in this review

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

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

Unlimited builders and viewers in your organization.

Earlier record: $25-97/mo. $25-97/month per user. Not reverified.

Unlimited seats listed on Pro and Enterprise.