BELLISTE / AI COMPARISON

Compare AI models

Choose two models from the same AI category to compare equivalent plans, capabilities and technical details.

Zapier Agents

72%

Gumloop

72%

Estimated Belliste score, based on the available capabilities, quality, features and pricing information. It is an indicative profile estimate, not an independent benchmark.

How this profile estimate is calculated

Capabilities contribute 35%, quality wording 30%, listed features 20%, and pricing 15% when available. When capability fields are absent, specialization breadth supplies a 25% fallback. Missing categories are omitted and the remaining weights are rescaled. The estimate uses each model’s own published profile; it does not measure answer accuracy or replace a hands-on test.

OverviewZapier AgentsGumloop

PriceFree $0/month · Pro from $33.33/monthFree $0/month · Pro from $37/month

Free planYes — 400 activities/monthFree: $0/month with 5,000 credits, unlimited agents/flows, 1 seat and 1 active trigger

Paid plansPro: $33.33/month billed annually ($400/year), 1,500 activities/month · Enterprise: custom pricingPro: from $37/month with 20,000+ credits · Enterprise: custom

Usage limitsFree: 10 activities/run and testing counts toward quota. Pro/Enterprise: up to 40 activities/run. Agents also have documented daily message limits.

Pricing

3 specifications

SpecificationZapier AgentsGumloop

Starting PriceFree $0/month · Pro from $33.33/monthFree $0/month · Pro from $37/month

Free PlanFree forever: 400 activities/month, live data sources, web browsing and Chrome Extension accessFree $0/month: 5,000 credits, 1 seat, 1 active trigger, 2 concurrent runs, 5 concurrent agent runs, unlimited agents and flows

Usage Limits / CreditsFree: 400 activities/month, 10 activities/run, testing counts toward quota · Pro: 1,500/month, 40/run, testing excluded · Enterprise: custom/month, 40/runFree: 5,000 credits/month · Pro: 20,000–1.5M credits/month · overage $0.005/credit up to 2× plan by default · Free 5 concurrent agent interactions, Pro 25, Enterprise custom

Overview

4 specifications

SpecificationZapier AgentsGumloop

Primary Use CaseAI Agent & Workflow AutomationBuild and operate AI agents plus visual workflow automations

Best ForIndividuals / SMBs / Teams / EnterpriseIndividuals and teams building flexible AI agents, internal automations and multi-step business workflows

DeploymentCloudCloud SaaS; Enterprise VPC support available

Ease of UseBeginnerBeginner to Intermediate

Automation

13 specifications

SpecificationZapier AgentsGumloop

AI AgentsStandalone Zapier Agents for autonomous task execution; migrating to AI by ZapierCustom AI agents with tools, company context, skills, triggers and self-improvement

No-Code BuilderNatural-language no-code agent builder with custom agents and templatesNatural-language agent builder plus visual no-code workflow canvas

Workflow AutomationAgentic automation across Zapier apps; migration brings agent reasoning into Zap workflowsUnlimited flows with triggers, connected apps, AI nodes and reusable subflows

Multi-Agent SupportNot disclosedNative subagents; parent agents can delegate tasks and credit usage is tracked per subagent

Autonomous ExecutionAgents can perform configured work independently or interactivelyAgents plan multi-step work, call tools/subagents, run code and can execute from triggers

Human-in-the-LoopInstruction-based approval pauses; AI by Zapier adds per-tool approval controlsAgents can pause mid-task for tool approval or ask the user a question, then resume

Triggers & ActionsConfigurable triggers plus app actions/tools; activities include triggers and actionsApp triggers, recurring tasks and fully custom agent triggers across connected apps

Integrations9,000+ apps300+ connectors plus MCP servers

Browser AutomationBuilt-in web browsing and web search; browsing/scraping requests count as activitiesWeb/browser work available through agent tools and connectors such as Bright Data; native general-purpose browser-control scope varies by tool

Data ExtractionWeb browsing/scraping plus connected app actions for collecting and routing dataAgents/workflows extract and transform data from apps, documents, web sources and AI nodes

SchedulingAutomated behaviors can run from configured triggers; AI by Zapier can use standard Zap schedulingRecurring tasks and custom triggers can run agents automatically

TemplatesPreset agent templates with instructions and app connectionsAgent/workflow examples and reusable shared agents/skills; template ecosystem is smaller than mature automation platforms

Agent Builder TypeNo-codeNo-code / natural-language agent builder + visual workflow builder

Developer & Deployment

5 specifications

SpecificationZapier AgentsGumloop

Custom IntegrationsCustom actions/private apps via Zapier Developer Platform and SDKCustom MCP servers, hosted MCP and external API/custom connector options

API AccessZapier SDK plus Workflow API; raw API access available for 3,000+ apps through SDKPro+: API key can trigger workflows and agents programmatically

WebhooksWebhooks available through Zapier workflows; agentic steps can be combined with Zap triggers/actionsPro+: webhook-triggered workflows plus organization webhooks for admin events

Custom CodeCode and SDK tools are available in the broader Zapier automation platformAgents can write/run code in sandboxes; workflows also support custom logic and skills

Self-HostingCloud-only; no self-hosted Zapier Agents deploymentCloud platform; Enterprise offers VPC support, but public plans do not advertise self-hosted Gumloop deployment

AI & Knowledge

4 specifications

SpecificationZapier AgentsGumloop

LLM SupportZapier platform supports ChatGPT, Claude, Gemini and other AI models; AI by Zapier supports model selection35+ AI models with Auto/Model Router and BYOK support on Pro+

Knowledge Base / RAGConnected knowledge sources and live data; knowledge lookups count as activitiesCompany Brain/knowledge with synced sources, files and permission-aware context

MemoryNot disclosedAgent chat history plus company context/Brain; persistent task context is retained across agent use

Supported AI ModelsChatGPT / Claude / Gemini / other models through Zapier ecosystem; standalone Agents model list not disclosed35+ models including OpenAI GPT, Anthropic Claude, Google Gemini, xAI Grok, Perplexity, DeepSeek, GLM, Kimi and MiniMax; Auto Model Router and BYOK supported

Teams & Enterprise

4 specifications

SpecificationZapier AgentsGumloop

CollaborationEnterprise supports agent sharing across the organizationPro: unlimited team members, shared credits, shared ownership, teams and shared credentials

Monitoring & LogsActivity usage monitoring; Enterprise adds audit logs; AI by Zapier records tool calls and task usage in Zap historyRun history, credit logs, Insights spend breakdown, evaluations and live activity

Enterprise PlanCustom activity allowance, organization-wide agent sharing, audit logs and restricted-app supportCustom pricing with VPC, organization guardrails, audit logs, RBAC, SCIM/SAML, model controls and advanced security

SSO / Enterprise SecurityZapier Enterprise includes SAML SSO, SCIM, roles/permissions, audit logs and advanced app controlsEnterprise: SCIM/SAML, RBAC, audit logs, model access control, custom retention, VPC and advanced permissions