BELLISTE / AI COMPARISON

Compare AI models

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

StackAI

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.

OverviewStackAIGumloop

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

Free planFree: $0/month with 500 runs, 2 projects and 1 seatFree: $0/month with 5,000 credits, unlimited agents/flows, 1 seat and 1 active trigger

Paid plansEnterprise: custom pricing with custom runs, projects and seats plus dedicated infrastructure, enterprise security, VPC/on-prem deployment and dedicated supportPro: from $37/month with 20,000+ credits · Enterprise: custom

Usage limitsFree includes 500 runs/month. Enterprise run capacity is custom. LLM/token consumption varies by selected model/provider and workflow complexity.

Pricing

3 specifications

SpecificationStackAIGumloop

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

Free PlanFree $0/month: 500 runs/month, 2 projects, 1 seat and community Discord supportFree $0/month: 5,000 credits, 1 seat, 1 active trigger, 2 concurrent runs, 5 concurrent agent runs, unlimited agents and flows

Usage Limits / CreditsFree: 500 runs/month, 2 projects and 1 seat · Enterprise: custom run capacity; model/token cost varies with provider and workflow complexityFree: 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

SpecificationStackAIGumloop

Primary Use CaseEnterprise AI agents and governed workflows for regulated and complex business operationsBuild and operate AI agents plus visual workflow automations

Best ForFinance / risk / operations / IT and regulated enterprises deploying governed AI agentsIndividuals and teams building flexible AI agents, internal automations and multi-step business workflows

DeploymentStackAI cloud / multi-tenant cloud / VPC or private cloud / on-premisesCloud SaaS; Enterprise VPC support available

Ease of UseBeginner to Intermediate; drag-and-drop no-code/low-code builder with enterprise configuration depthBeginner to Intermediate

Automation

13 specifications

SpecificationStackAIGumloop

AI AgentsEnterprise AI agents that analyze data, use tools and execute actions inside governed workflowsCustom AI agents with tools, company context, skills, triggers and self-improvement

No-Code BuilderDrag-and-drop no-code/low-code workflow builder with prebuilt user interfacesNatural-language agent builder plus visual no-code workflow canvas

Workflow AutomationAgentic workflows combine models, data, tools, logic, integrations and deployment interfacesUnlimited flows with triggers, connected apps, AI nodes and reusable subflows

Multi-Agent SupportAgentic workflows can contain multiple agent/model components; dedicated hierarchical multi-agent orchestration is not prominently specifiedNative subagents; parent agents can delegate tasks and credit usage is tracked per subagent

Autonomous ExecutionAgents can analyze data and take actions through connected enterprise systems and deployed workflowsAgents plan multi-step work, call tools/subagents, run code and can execute from triggers

Human-in-the-LoopHuman review/approval can be inserted at critical decision points, including approval interactions in tools such as SlackAgents can pause mid-task for tool approval or ask the user a question, then resume

Triggers & ActionsWorkflow/API invocation plus connected-system read/write operations and tool actionsApp triggers, recurring tasks and fully custom agent triggers across connected apps

Integrations300+ enterprise integrations plus MCP servers300+ connectors plus MCP servers

Browser AutomationBrowser/Chrome extension is available; web scraping and web-connected tools can be used in workflowsWeb/browser work available through agent tools and connectors such as Bright Data; native general-purpose browser-control scope varies by tool

Data ExtractionWeb scraping, document readers, multimodal inputs and connected data systems support extraction and processingAgents/workflows extract and transform data from apps, documents, web sources and AI nodes

SchedulingAutomations can be deployed for business processes; exact native scheduling limits are not publicly specified on current pricingRecurring tasks and custom triggers can run agents automatically

Templates75+ published enterprise AI-agent use cases plus reusable workflow patterns and interfacesAgent/workflow examples and reusable shared agents/skills; template ecosystem is smaller than mature automation platforms

Agent Builder TypeNo-code / Low-code with Python and JavaScript extensibilityNo-code / natural-language agent builder + visual workflow builder

Developer & Deployment

5 specifications

SpecificationStackAIGumloop

Custom IntegrationsMCP servers and API-based custom tool surfaces for systems outside the native catalogCustom MCP servers, hosted MCP and external API/custom connector options

API AccessAPI access with Run Flow endpoint for invoking deployed workflows programmaticallyPro+: API key can trigger workflows and agents programmatically

WebhooksIntegration catalog includes webhook-capable systems; custom event/webhook design depends on the connected workflow/systemPro+: webhook-triggered workflows plus organization webhooks for admin events

Custom CodePython and JavaScript logic/code modules are available in the workflow platformAgents can write/run code in sandboxes; workflows also support custom logic and skills

Self-HostingEnterprise supports on-premises deployment plus VPC/private-cloud optionsCloud platform; Enterprise offers VPC support, but public plans do not advertise self-hosted Gumloop deployment

AI & Knowledge

4 specifications

SpecificationStackAIGumloop

LLM SupportLLM-agnostic with providers/models including Anthropic Claude, OpenAI, Google Gemini, Meta, Mistral, AWS Bedrock and Azure OpenAI35+ AI models with Auto/Model Router and BYOK support on Pro+

Knowledge Base / RAGNative Knowledge Base nodes support document indexing, retrieval and RAG workflowsCompany Brain/knowledge with synced sources, files and permission-aware context

MemoryWorkflow context and knowledge retrieval are supported; persistent long-term agent memory is not prominently documented as a standalone featureAgent chat history plus company context/Brain; persistent task context is retained across agent use

Supported AI ModelsLLM-agnostic: Anthropic Claude, OpenAI, Google Gemini, Meta, Mistral, AWS Bedrock, Azure OpenAI and other integrated model providers35+ 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

SpecificationStackAIGumloop

CollaborationFree: 1 seat and 2 projects · Enterprise: custom seats/projects with centralized governance and access controlPro: unlimited team members, shared credits, shared ownership, teams and shared credentials

Monitoring & LogsBuilt-in governance and analytics with runs, users, errors, token usage, audit logs and workflow observabilityRun history, credit logs, Insights spend breakdown, evaluations and live activity

Enterprise PlanCustom runs, projects and seats with dedicated infrastructure, solution engineers, VPC/on-prem, access control, SSO and dedicated supportCustom pricing with VPC, organization guardrails, audit logs, RBAC, SCIM/SAML, model controls and advanced security

SSO / Enterprise SecurityEnterprise SSO and access control; SOC 2 Type II, GDPR, HIPAA and ISO 27001 security/compliance capabilitiesEnterprise: SCIM/SAML, RBAC, audit logs, model access control, custom retention, VPC and advanced permissions