Vybe vs Airtable vs Viktor vs Gumloop

Specialized coworkers with their own responsibilities and tools.

Earlier record: Automations. Automations and scripting, not autonomous agents. Not reverified.

An AI coworker that works across business tools.

Reusable agents with skills and tool access.

Shared conversations and Slack threads with people and AI.

Not verified in this review

Workspace members can work with Viktor in channels and DMs.

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.

Slack and Microsoft Teams.

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

Delegate work to other AI coworkers.

Not verified in this review

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

Agents can hand tasks to other agents.

Persistent memory, company knowledge, and reusable skills.

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

Workspace-scoped skills and memory.

Reusable skills and playbooks that evolve with use.

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

Earlier record: Pro+. Automations on Pro+ plans. Not reverified.

Recurring tasks and proactive automations.

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.

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

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.

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

3,200+ business-tool integrations advertised.

Connectors, shared credentials, and MCP support.

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

Not verified in this review

Build and deploy internal apps connected to business tools.

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.

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

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: enterprise access is role-based (RBAC); 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: Not supported. Not reverified.

Not offered: tools connect through cloud integrations and per-user OAuth; 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

Choice across OpenAI, Anthropic, and Google.

35+ models advertised.

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

Not verified in this review

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

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

Workspace defaults and individual scheduled-task settings.

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: model governance is workspace-wide with per-task presets; 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 verified in this review

Not offered: model providers run under Viktor-managed agreements; tool credentials are per-user OAuth handled by the Viktor gateway.

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

OpenRouter and Vercel AI Gateway.

Not verified in this review

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

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

SAML SSO and SCIM for enterprise identity.

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

Earlier record: Supported. Not reverified.

Enterprise audit logging; confirm required event coverage.

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

Sensitive actions can wait for explicit approval in chat.

App guardrails, spending approvals, and scoped policies.

Usage visibility and per-agent credit budgets.

Not verified in this review

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

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

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

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

Unlimited builders and viewers in your organization.

Earlier record: $20-45/seat. $20-45 per seat/month. Not reverified.

No per-seat licenses; credits reflect model usage.

Unlimited seats listed on Pro and Enterprise.