Vybe
Teams that want to delegate ongoing work, build their own internal tools, and control model choice in the same workspace.
Get startedCompare different approaches to agents, automation, and internal tools. See how the products compare across collaboration, model control, governance, and cost.
Teams that want to delegate ongoing work, build their own internal tools, and control model choice in the same workspace.
Get startedTeams prioritizing repeatable workflows across a broad app ecosystem, with Agents available for delegated tasks.
See the detailsTeams building reusable agents and workflows with shared skills, evaluations, and detailed organization controls.
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| 25 CRITERIA | Vybe | Zapier | Gumloop |
|---|---|---|---|
| Agents & collaboration | |||
| AI coworkersHow you delegate work and give agents responsibilities. | Supported Specialized coworkers with their own responsibilities and tools. | Supported Zapier Agents can act independently or respond in chat. | Supported Reusable agents with skills and tool access. |
| Team collaborationWhere people can work with the same agent and its outputs. | Supported Shared conversations and Slack threads with people and AI. | Supported Shared agents, folders, and pods. | Supported Shared agents with owner, editor, viewer, and use-only access. |
| Communication channelsThe surfaces where your team interacts with AI. | Conditional In-app chat, Slack, and email; other channels require setup. | Conditional Agents chat on the web and run from app triggers; Slack and Teams touchpoints run through Zap triggers and actions. | Supported Web chat, Slack, and API access to shared agents. |
| Agent handoffsDelegating work between specialized agents. | Supported Delegate work to other AI coworkers. | Limited Not offered: work runs inside a single agent or AI step; no delegation between specialized agents documented. | Supported Agents can hand tasks to other agents. |
| Persistent memory & skillsContext and reusable instructions that survive a single task. | Supported Persistent memory, company knowledge, and reusable skills. | Conditional Connected knowledge sources; persistent learned memory not verified here. | Supported Reusable skills and playbooks that evolve with use. |
| Automation & tools | |||
| Schedules & triggersRecurring work and event-driven execution. | Supported Schedules, events, and follow-ups with run history. | Supported Agents run from configured triggers and instructions. | Supported Recurring or one-time scheduled runs plus event triggers from Gmail, Slack, Teams, and more. |
| Browser automationWorking with websites beyond their APIs. | Conditional Hosted browser with persistent sessions; browser service required. | Limited Not offered: agents act through app actions and tools; no controlled-browser capability documented. | Supported Interactive browser automation via the Website Scraper's Web Agent mode, an AI browsing node, and the Chrome extension. |
| Meeting intelligenceRecording, transcripts, and meeting follow-through. | Conditional Supported meeting recording, transcripts, and follow-up; meeting service required. | Limited Not offered: meeting tools connect through Zaps; no native meeting recording or transcription documented. | Conditional No native recording or transcription; meeting work centers on Gumball pre-meeting briefs from a connected calendar. |
| IntegrationsConnecting business tools and company data. | Supported Prebuilt connectors and custom integrations. | Supported Thousands of connected apps and actions. | Supported Connectors, shared credentials, and MCP support. |
| Apps & infrastructure | |||
| Custom app buildingCreating interactive tools for people and agents. | Supported Build apps with AI, inspect code, and iterate in a live preview. | Conditional Forms and Tables alongside workflows; a different app-building approach. | Limited Not offered as a business-app builder: the platform ships agents, workflows, and hosted agent pages. |
| Internal publishingSharing tools and outputs inside your organization. | Supported Private, individual, and organization-wide app sharing. | Conditional Forms and Tables sharing varies by product and plan. | Supported Hosted agent pages on gumloopagents.com with sign-in and role-based access. |
| Row-level permissionsAccess enforced per database row or record. | Conditional Role-based access for owners, admins, editors, and members, with apps kept private, shared, or organization-wide. | Limited Not offered: Tables sharing uses per-table and per-view roles (Owner, Editor, View only), not per-row permissions. | Limited Not offered: access control uses organization and team roles plus custom feature roles, not per-row data permissions. |
| Private resources & SSHConnecting resources that are not publicly accessible. | Conditional SSH tunnels and custom connections for private resources. | Limited Not offered: a cloud platform connecting through prebuilt app integrations and webhooks; no private-network or SSH access documented. | Limited Not offered: tools connect through cloud connectors, MCP, and webhooks; no private-network or SSH access documented. |
| Models & cost control | |||
| Model choiceWhich AI providers and models your team can use. | Supported 22 models across nine providers. | Conditional Agents uses a managed model; workflow AI integrations are separate. | Supported 35+ models advertised. |
| Automatic model routingSelecting a model based on the work being done. | Supported Auto routes tasks to Cheap, Balanced, or Smart tiers. | Conditional Model tiers (Standard, Advanced, Premium) selected per step with an Auto default; automatic task-category routing not documented. | Supported Auto picks the model for each agent message, with mid-run escalation and fallbacks. |
| Custom routing rulesMapping task categories to models or capability tiers. | Supported Choose tier models, map task categories, or pin a model. | Conditional Manual tier and model selection per step; task-category routing rules not offered. | Conditional Admins restrict models, pin per-agent presets, and set fallbacks; task-category mapping not offered. |
| Separate coding policiesIndependent model policies for conversations and coding. | Supported Separate conversation and coding routing policies. | Limited Not offered: one model policy per step; no separate coding policy documented. | Limited Not offered: AI model governance restricts and pins models platform-wide; no separate coding policy documented. |
| Bring your own keysUsing your own AI provider credentials. | Conditional Bring your own provider keys as part of an enterprise setup. | Conditional Bring Your Own Model connects organization AI provider accounts on Enterprise. | Conditional BYOK on Pro and above; organization-wide keys on Enterprise. |
| Bring your own gatewayConnecting an existing AI gateway or model proxy. | Supported OpenRouter and Vercel AI Gateway. | Limited Not offered: bring-your-own-key connects provider accounts directly; no custom gateway or proxy endpoint documented. | Conditional Provider proxy URL, custom headers, and model name mapping per provider on Enterprise. |
| Security & governance | |||
| Single sign-onIdentity-provider integration and organizational sign-in. | Conditional SAML single sign-on for enterprise. | Conditional SAML SSO on Team and Enterprise plans, with SCIM provisioning on Enterprise. | Conditional SAML SSO and SCIM for enterprise identity. |
| Audit & activity visibilityUnderstanding who did what, with which tools. | Conditional Access, agent activity, and tool usage for enterprise review. | Conditional Agent activity can be reviewed; audit coverage depends on product and plan. | Supported Agent activity, tool-call tracking, and analytics. |
| Human approvalsReviewing sensitive actions before execution. | Not verified Not verified in this review | Supported Approval steps can be added to agent instructions. | Supported App guardrails, spending approvals, and scoped policies. |
| Usage visibility & budgetsTracking consumption and controlling spend. | Supported Usage visibility and per-agent credit budgets. | Conditional In-app plan usage views and Enterprise usage alerts. | Supported Spend caps by agent, team, or organization. |
| Pricing & rollout | |||
| Billing modelWhat you pay for as usage grows. | Supported Credits from $50/month. $1 = 100 credits; top-ups available. | Conditional Workflows use tasks; Agents has activity-based plans. | Conditional Pro starts at $37/month; credits and an orchestration fee apply. |
| Seat pricingWhether bringing more people into the workspace adds a seat charge. | Supported Unlimited builders and viewers in your organization. | Conditional User allowances depend on the selected plan and product. | Supported Unlimited seats listed on Pro and Enterprise. |
Published by Vybe. The five current comparisons use linked public product documentation, reviewed September 23, 2026. Capabilities can depend on plan, region, configuration, or rollout. “Not verified” means we haven’t established support from the sources in this review; it does not mean a feature is unavailable.
We compare the named product, not every product its company sells. Earlier comparisons are labeled separately. For a buying decision, confirm the details that matter with each provider.
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