BELLISTE / AI COMPARISON

Compare AI models

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

Gumloop

72%

Zapier Agents

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.

OverviewGumloopZapier Agents

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

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

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

Usage limitsPro credit tiers range from 20,000 to 1.5M credits/month. Overage is $0.005/credit up to 2× plan by default. AI usage is token-based; BYOK cuts AI-model credit usage by 50%.

Pricing

3 specifications

SpecificationGumloopZapier Agents

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

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

Usage Limits / CreditsFree: 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 customFree: 400 activities/month, 10 activities/run, testing counts toward quota · Pro: 1,500/month, 40/run, testing excluded · Enterprise: custom/month, 40/run

Overview

4 specifications

SpecificationGumloopZapier Agents

Primary Use CaseBuild and operate AI agents plus visual workflow automationsAI Agent & Workflow Automation

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

DeploymentCloud SaaS; Enterprise VPC support availableCloud

Ease of UseBeginner to IntermediateBeginner

Automation

13 specifications

SpecificationGumloopZapier Agents

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

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

Workflow AutomationUnlimited flows with triggers, connected apps, AI nodes and reusable subflowsAgentic automation across Zapier apps; migration brings agent reasoning into Zap workflows

Multi-Agent SupportNative subagents; parent agents can delegate tasks and credit usage is tracked per subagentNot disclosed

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

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

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

Integrations300+ connectors plus MCP servers9,000+ apps

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

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

SchedulingRecurring tasks and custom triggers can run agents automaticallyAutomated behaviors can run from configured triggers; AI by Zapier can use standard Zap scheduling

TemplatesAgent/workflow examples and reusable shared agents/skills; template ecosystem is smaller than mature automation platformsPreset agent templates with instructions and app connections

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

Developer & Deployment

5 specifications

SpecificationGumloopZapier Agents

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

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

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

Custom CodeAgents can write/run code in sandboxes; workflows also support custom logic and skillsCode and SDK tools are available in the broader Zapier automation platform

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

AI & Knowledge

4 specifications

SpecificationGumloopZapier Agents

LLM Support35+ AI models with Auto/Model Router and BYOK support on Pro+Zapier platform supports ChatGPT, Claude, Gemini and other AI models; AI by Zapier supports model selection

Knowledge Base / RAGCompany Brain/knowledge with synced sources, files and permission-aware contextConnected knowledge sources and live data; knowledge lookups count as activities

MemoryAgent chat history plus company context/Brain; persistent task context is retained across agent useNot disclosed

Supported AI Models35+ models including OpenAI GPT, Anthropic Claude, Google Gemini, xAI Grok, Perplexity, DeepSeek, GLM, Kimi and MiniMax; Auto Model Router and BYOK supportedChatGPT / Claude / Gemini / other models through Zapier ecosystem; standalone Agents model list not disclosed

Teams & Enterprise

4 specifications

SpecificationGumloopZapier Agents

CollaborationPro: unlimited team members, shared credits, shared ownership, teams and shared credentialsEnterprise supports agent sharing across the organization

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

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

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