BELLISTE / AI COMPARISON

Compare AI models

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

Make

75%

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.

OverviewMakeGumloop

PriceFree $0/month · Core from $12/monthFree $0/month · Pro from $37/month

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

Paid plansCore: $12/month · Pro: $21/month · Teams: $38/month at 10k credits/month · Enterprise: customPro: from $37/month with 20,000+ credits · Enterprise: custom

Usage limitsFree: 1,000 credits/month. Paid prices shown at 10,000 credits/month. AI credit use varies by provider, operations and tokens.Pro 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

SpecificationMakeGumloop

Starting PriceFree $0/month · Core from $12/monthFree $0/month · Pro from $37/month

Free PlanFree $0/month with up to 1,000 credits/month and 15-minute minimum scheduled intervalFree $0/month: 5,000 credits, 1 seat, 1 active trigger, 2 concurrent runs, 5 concurrent agent runs, unlimited agents and flows

Usage Limits / CreditsFree: 1,000 credits/month · Core/Pro/Teams pricing shown at 10,000 credits/month · non-AI modules generally use 1 credit/operation · AI Agent usage varies by provider, operations and tokensFree: 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

SpecificationMakeGumloop

Primary Use CaseVisual workflow automation with AI agentsBuild and operate AI agents plus visual workflow automations

Best ForIndividuals / SMBs / automation teams / enterprises needing visual automationIndividuals and teams building flexible AI agents, internal automations and multi-step business workflows

DeploymentCloud SaaSCloud SaaS; Enterprise VPC support available

Ease of UseBeginner to IntermediateBeginner to Intermediate

Automation

13 specifications

SpecificationMakeGumloop

AI AgentsMake AI Agents (New) with tools, knowledge and chatCustom AI agents with tools, company context, skills, triggers and self-improvement

No-Code BuilderVisual-first no-code scenario builderNatural-language agent builder plus visual no-code workflow canvas

Workflow AutomationScenario-based automation with routers, filters, scheduling and app modulesUnlimited flows with triggers, connected apps, AI nodes and reusable subflows

Multi-Agent SupportNot officially disclosed as a native multi-agent orchestration featureNative subagents; parent agents can delegate tasks and credit usage is tracked per subagent

Autonomous ExecutionAI Agents can reason and call configured tools within Make scenariosAgents plan multi-step work, call tools/subagents, run code and can execute from triggers

Human-in-the-LoopHuman review can be designed through scenario logic; dedicated native agent approval control not disclosedAgents can pause mid-task for tool approval or ask the user a question, then resume

Triggers & ActionsApp triggers/actions, schedules, webhooks, routers and filtersApp triggers, recurring tasks and fully custom agent triggers across connected apps

Integrations3,000+ apps300+ connectors plus MCP servers

Browser AutomationBrowser automation is available through connected apps/services; native general-purpose browser agent not disclosedWeb/browser work available through agent tools and connectors such as Bright Data; native general-purpose browser-control scope varies by tool

Data ExtractionData extraction through app modules, HTTP/API workflows and AI Content ExtractorAgents/workflows extract and transform data from apps, documents, web sources and AI nodes

SchedulingFree: minimum 15-minute interval · Core and above: scheduling down to 1 minuteRecurring tasks and custom triggers can run agents automatically

TemplatesScenario templates; Teams can create and share scenario templatesAgent/workflow examples and reusable shared agents/skills; template ecosystem is smaller than mature automation platforms

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

Developer & Deployment

5 specifications

SpecificationMakeGumloop

Custom IntegrationsHTTP/API modules plus custom apps and Enterprise custom functionsCustom MCP servers, hosted MCP and external API/custom connector options

API AccessMake API included from Core planPro+: API key can trigger workflows and agents programmatically

WebhooksCustom and app webhooks supported for instant scenario triggersPro+: webhook-triggered workflows plus organization webhooks for admin events

Custom CodeCustom functions on Enterprise; code/API logic can also be connected through modulesAgents can write/run code in sandboxes; workflows also support custom logic and skills

Self-HostingCloud SaaS; self-hosted Make platform deployment is not offeredCloud platform; Enterprise offers VPC support, but public plans do not advertise self-hosted Gumloop deployment

AI & Knowledge

4 specifications

SpecificationMakeGumloop

LLM SupportMake AI Provider on all plans; paid plans can connect custom AI providers such as OpenAI and Anthropic Claude35+ AI models with Auto/Model Router and BYOK support on Pro+

Knowledge Base / RAGAI Agents Knowledge supports files such as PDF/DOCX and retrieval during agent runsCompany Brain/knowledge with synced sources, files and permission-aware context

MemoryConversation context is available in agent chat; persistent long-term agent memory not officially disclosedAgent chat history plus company context/Brain; persistent task context is retained across agent use

Supported AI ModelsMake AI Provider on all plans; paid plans support custom provider connections including OpenAI and Anthropic Claude35+ 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

SpecificationMakeGumloop

CollaborationTeams plan adds teams, team roles, and shared scenario templatesPro: unlimited team members, shared credits, shared ownership, teams and shared credentials

Monitoring & LogsScenario execution history; Pro adds full-text execution log search and priority executionRun history, credit logs, Insights spend breakdown, evaluations and live activity

Enterprise PlanCustom pricing with enterprise integrations, custom functions, 24/7 support, overage protection and advanced securityCustom pricing with VPC, organization guardrails, audit logs, RBAC, SCIM/SAML, model controls and advanced security

SSO / Enterprise SecurityEnterprise includes advanced security features; detailed controls depend on enterprise agreementEnterprise: SCIM/SAML, RBAC, audit logs, model access control, custom retention, VPC and advanced permissions