BELLISTE / AI COMPARISON

Compare AI models

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

CrewAI

81%

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.

OverviewCrewAIGumloop

PriceFree $0/month · Enterprise customFree $0/month · Pro from $37/month

Free planBasic: Free with 50 workflow executions/month, visual editor, AI copilot and GitHub integrationFree: $0/month with 5,000 credits, unlimited agents/flows, 1 seat and 1 active trigger

Paid plansEnterprise: custom pricing with custom execution capacity, governance, enterprise connectors and flexible deploymentPro: from $37/month with 20,000+ credits · Enterprise: custom

Usage limitsBasic includes 50 workflow executions/month and 2 automations. Enterprise executions and overage are sized/custom. Open-source CrewAI can be self-hosted independently of AMP.

Pricing

3 specifications

SpecificationCrewAIGumloop

Starting PriceFree $0/month · Enterprise customFree $0/month · Pro from $37/month

Free PlanBasic Free: 50 workflow executions/month, 2 automations, Studio visual editor, AI copilot, GitHub integration, tracing and HITLFree $0/month: 5,000 credits, 1 seat, 1 active trigger, 2 concurrent runs, 5 concurrent agent runs, unlimited agents and flows

Usage Limits / CreditsBasic: 50 workflow executions/month and maximum 50 executions, 2 automations · Enterprise: custom executions and flexible overageFree: 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

SpecificationCrewAIGumloop

Primary Use CaseBuild and orchestrate collaborative multi-agent systems and production agentic workflowsBuild and operate AI agents plus visual workflow automations

Best ForDevelopers / AI teams / enterprises building collaborative multi-agent systems and governed agent workflowsIndividuals and teams building flexible AI agents, internal automations and multi-step business workflows

DeploymentOpen-source/self-hosted, CrewAI cloud, dedicated VPC or customer-managed infrastructureCloud SaaS; Enterprise VPC support available

Ease of UseIntermediate; visual Studio lowers entry barrier while Python APIs provide advanced controlBeginner to Intermediate

Automation

13 specifications

SpecificationCrewAIGumloop

AI AgentsRole-based agents with goals, LLM selection, reasoning, memory, tools, skills and checkpointingCustom AI agents with tools, company context, skills, triggers and self-improvement

No-Code BuilderCrew Studio visual editor and AI copilot; workflows can be exported to PythonNatural-language agent builder plus visual no-code workflow canvas

Workflow AutomationCrews for autonomous collaboration plus Flows for deterministic event-driven orchestrationUnlimited flows with triggers, connected apps, AI nodes and reusable subflows

Multi-Agent SupportNative Crews coordinate multiple role-based agents; A2A supports collaboration/discovery across agents and crewsNative subagents; parent agents can delegate tasks and credit usage is tracked per subagent

Autonomous ExecutionAgents plan, delegate, use tools, recover from errors and execute long-running multi-step tasksAgents plan multi-step work, call tools/subagents, run code and can execute from triggers

Human-in-the-LoopHuman-in-the-loop input and approval/intervention gates during workflow executionAgents can pause mid-task for tool approval or ask the user a question, then resume

Triggers & ActionsStandard tools/triggers, Flows events, integrations, MCP tools and code-driven executionApp triggers, recurring tasks and fully custom agent triggers across connected apps

IntegrationsHundreds of open-source tools plus standard integrations; Enterprise adds enterprise connectors300+ connectors plus MCP servers

Browser AutomationAgents can interact with websites through open-source browser/web tools and MCP integrationsWeb/browser work available through agent tools and connectors such as Bright Data; native general-purpose browser-control scope varies by tool

Data ExtractionAgents can search, scrape, retrieve and transform data using tools, code, vector databases and integrationsAgents/workflows extract and transform data from apps, documents, web sources and AI nodes

SchedulingFlows and deployed workflows support automation/event patterns; exact managed scheduling depends on deployment configurationRecurring tasks and custom triggers can run agents automatically

TemplatesAgentic workflow templates plus private agent/tool repositories and reusable componentsAgent/workflow examples and reusable shared agents/skills; template ecosystem is smaller than mature automation platforms

Agent Builder TypeNo-code visual Studio / Low-code / Python code-firstNo-code / natural-language agent builder + visual workflow builder

Developer & Deployment

5 specifications

SpecificationCrewAIGumloop

Custom IntegrationsCustom tools, APIs, MCP servers, code and reusable private tool repositoriesCustom MCP servers, hosted MCP and external API/custom connector options

API AccessCode-first Python framework/API plus deployed workflows can be exposed as services/MCP serversPro+: API key can trigger workflows and agents programmatically

WebhooksWebhook/event patterns can be implemented through Flows, APIs and custom tools; dedicated AMP webhook limits are not publicly specifiedPro+: webhook-triggered workflows plus organization webhooks for admin events

Custom CodePython-first framework with code-first API; Studio output can be downloaded/exported as PythonAgents can write/run code in sandboxes; workflows also support custom logic and skills

Self-HostingOpen-source CrewAI can run on your infrastructure; Enterprise supports CrewAI cloud, dedicated VPC or customer infrastructureCloud platform; Enterprise offers VPC support, but public plans do not advertise self-hosted Gumloop deployment

AI & Knowledge

4 specifications

SpecificationCrewAIGumloop

LLM SupportModel-agnostic: supports any LLM/model provider configuration; Enterprise supports multi-LLM testing and approved-model governance35+ AI models with Auto/Model Router and BYOK support on Pro+

Knowledge Base / RAGKnowledge sources, vector databases and retrieval tools can be attached to agents and workflowsCompany Brain/knowledge with synced sources, files and permission-aware context

MemoryProduction memory layer that remembers context, resolves contradictions and can intentionally forgetAgent chat history plus company context/Brain; persistent task context is retained across agent use

Supported AI ModelsModel-agnostic; supports configurable LLM providers/models, model swapping and multi-LLM testing rather than locking workflows to one provider35+ 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

SpecificationCrewAIGumloop

CollaborationGitHub integration, reusable private agent/tool repositories and centrally governed enterprise buildingPro: unlimited team members, shared credits, shared ownership, teams and shared credentials

Monitoring & LogsTracing, OpenTelemetry, LLM/tool/memory traces, cost accounting, evaluations and runtime monitoringRun history, credit logs, Insights spend breakdown, evaluations and live activity

Enterprise PlanCustom pricing with custom executions, flexible overage, SSO/RBAC, workload identity, PII redaction, policies, enterprise connectors and onboardingCustom pricing with VPC, organization guardrails, audit logs, RBAC, SCIM/SAML, model controls and advanced security

SSO / Enterprise SecurityEnterprise: SSO, RBAC, workload identity, PII redaction, policies and audit controls; CrewAI maintains SOC 2 Type 2 programEnterprise: SCIM/SAML, RBAC, audit logs, model access control, custom retention, VPC and advanced permissions