BELLISTE / AI COMPARISON

Compare AI models

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

Gumloop

72%

Make

75%

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.

OverviewGumloopMake

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

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

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

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

SpecificationGumloopMake

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

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

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: 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 tokens

Overview

4 specifications

SpecificationGumloopMake

Primary Use CaseBuild and operate AI agents plus visual workflow automationsVisual workflow automation with AI agents

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

DeploymentCloud SaaS; Enterprise VPC support availableCloud SaaS

Ease of UseBeginner to IntermediateBeginner to Intermediate

Automation

13 specifications

SpecificationGumloopMake

AI AgentsCustom AI agents with tools, company context, skills, triggers and self-improvementMake AI Agents (New) with tools, knowledge and chat

No-Code BuilderNatural-language agent builder plus visual no-code workflow canvasVisual-first no-code scenario builder

Workflow AutomationUnlimited flows with triggers, connected apps, AI nodes and reusable subflowsScenario-based automation with routers, filters, scheduling and app modules

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

Autonomous ExecutionAgents plan multi-step work, call tools/subagents, run code and can execute from triggersAI Agents can reason and call configured tools within Make scenarios

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

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

Integrations300+ connectors plus MCP servers3,000+ apps

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

Data ExtractionAgents/workflows extract and transform data from apps, documents, web sources and AI nodesData extraction through app modules, HTTP/API workflows and AI Content Extractor

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

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

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

Developer & Deployment

5 specifications

SpecificationGumloopMake

Custom IntegrationsCustom MCP servers, hosted MCP and external API/custom connector optionsHTTP/API modules plus custom apps and Enterprise custom functions

API AccessPro+: API key can trigger workflows and agents programmaticallyMake API included from Core plan

WebhooksPro+: webhook-triggered workflows plus organization webhooks for admin eventsCustom and app webhooks supported for instant scenario triggers

Custom CodeAgents can write/run code in sandboxes; workflows also support custom logic and skillsCustom functions on Enterprise; code/API logic can also be connected through modules

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

AI & Knowledge

4 specifications

SpecificationGumloopMake

LLM Support35+ AI models with Auto/Model Router and BYOK support on Pro+Make AI Provider on all plans; paid plans can connect custom AI providers such as OpenAI and Anthropic Claude

Knowledge Base / RAGCompany Brain/knowledge with synced sources, files and permission-aware contextAI Agents Knowledge supports files such as PDF/DOCX and retrieval during agent runs

MemoryAgent chat history plus company context/Brain; persistent task context is retained across agent useConversation context is available in agent chat; persistent long-term agent memory not officially 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 supportedMake AI Provider on all plans; paid plans support custom provider connections including OpenAI and Anthropic Claude

Teams & Enterprise

4 specifications

SpecificationGumloopMake

CollaborationPro: unlimited team members, shared credits, shared ownership, teams and shared credentialsTeams plan adds teams, team roles, and shared scenario templates

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

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

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