Vybe vs Viktor vs Zapier vs Gumloop

Specialized coworkers with their own responsibilities and tools.

An AI coworker that works across business tools.

Zapier Agents can act independently or respond in chat.

Reusable agents with skills and tool access.

Shared conversations and Slack threads with people and AI.

Workspace members can work with Viktor in channels and DMs.

Shared agents, folders, and pods.

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

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

Slack and Microsoft Teams.

Agents chat on the web and run from app triggers; Slack and Teams touchpoints run through Zap triggers and actions.

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

Delegate work to other AI coworkers.

External agents can delegate work to Viktor through its MCP server and public API; internal multi-agent handoffs not documented.

Not offered: work runs inside a single agent or AI step; no delegation between specialized agents documented.

Agents can hand tasks to other agents.

Persistent memory, company knowledge, and reusable skills.

Workspace-scoped skills and memory.

Connected knowledge sources; persistent learned memory not verified here.

Reusable skills and playbooks that evolve with use.

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

Recurring tasks and proactive automations.

Agents run from configured triggers and instructions.

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

Hosted browser with persistent sessions; browser service required.

Works the web directly: logs in, clicks through pages, fills forms, and pulls data from real sites.

Not offered: agents act through app actions and tools; no controlled-browser capability documented.

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.

Meeting follow-through runs through connected meeting tools like Symbl.ai, Fireflies, or Gong; native recording and transcription not documented.

Not offered: meeting tools connect through Zaps; no native 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.

3,200+ business-tool integrations advertised.

Thousands of connected apps and actions.

Connectors, shared credentials, and MCP support.

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

Build and deploy internal apps connected to business tools.

Forms and Tables alongside workflows; a different app-building approach.

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

Private, individual, and organization-wide app sharing.

Viktor Pages share finished documents and dashboards at links; Viktor Spaces are internal tools your team signs into.

Forms and Tables sharing varies by product and plan.

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.

Not offered: enterprise access is role-based (RBAC); no per-row data permissions documented.

Not offered: Tables sharing uses per-table and per-view roles (Owner, Editor, View only), not per-row permissions.

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.

Not offered: tools connect through cloud integrations and per-user OAuth; no private-network or SSH access documented.

Not offered: a cloud platform connecting through prebuilt app integrations and webhooks; 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.

Choice across OpenAI, Anthropic, and Google.

Agents uses a managed model; workflow AI integrations are separate.

35+ models advertised.

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

Workspace model and task-level cost presets; automatic category routing not verified.

Model tiers (Standard, Advanced, Premium) selected per step with an Auto default; automatic task-category routing not 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.

Workspace defaults and individual scheduled-task settings.

Manual tier and model selection per step; task-category routing rules not offered.

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

Separate conversation and coding routing policies.

Not offered: model governance is workspace-wide with per-task presets; no separate coding policy documented.

Not offered: one model policy per step; no separate coding 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 offered: model providers run under Viktor-managed agreements; tool credentials are per-user OAuth handled by the Viktor gateway.

Bring Your Own Model connects organization AI provider accounts on Enterprise.

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

OpenRouter and Vercel AI Gateway.

Not offered: models run through the Viktor-managed stack; no bring-your-own gateway documented.

Not offered: bring-your-own-key connects provider accounts directly; no custom gateway or proxy endpoint documented.

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

SAML single sign-on for enterprise.

SAML SSO via Okta, Entra ID, Google Workspace, OneLogin, or any SAML 2.0 IdP.

SAML SSO on Team and Enterprise plans, with SCIM provisioning on Enterprise.

SAML SSO and SCIM for enterprise identity.

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

Enterprise audit logging; confirm required event coverage.

Agent activity can be reviewed; audit coverage depends on product and plan.

Agent activity, tool-call tracking, and analytics.

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

Sensitive actions can wait for explicit approval in chat.

Approval steps can be added to agent instructions.

App guardrails, spending approvals, and scoped policies.

Usage visibility and per-agent credit budgets.

Auto-topups with monthly spend caps; per-user spend caps on Enterprise.

In-app plan usage views and Enterprise usage alerts.

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.

Credit-based plans from $50/month, with trial credits.

Workflows use tasks; Agents has activity-based plans.

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

Unlimited builders and viewers in your organization.

No per-seat licenses; credits reflect model usage.

User allowances depend on the selected plan and product.

Unlimited seats listed on Pro and Enterprise.