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BELLISTE / AI COMPARISON

Compare AI models

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

Microsoft

Microsoft Copilot Studio

70%
Gumloop

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.

OverviewMicrosoft Copilot StudioGumloop
PricePay-as-you-go $0.01/Copilot Credit · Pack $200/monthFree $0/month · Pro from $37/month
Free planFree trial available; production standalone usage requires Copilot Studio capacity or pay-as-you-goFree: $0/month with 5,000 credits, unlimited agents/flows, 1 seat and 1 active trigger
Paid plansPay-as-you-go: $0.01/Copilot Credit · Capacity pack: $200/month billed annually for 25,000 Copilot Credits/month · Pre-purchase discounts availablePro: from $37/month with 20,000+ credits · Enterprise: custom
Usage limits
vs
Credit consumption varies by feature and complexity: classic answer 1 credit, generative answer 2, agent action 5, tenant graph grounding 10, agent-flow actions 13 credits per 100 actions; AI tools have token-based rates.
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%.
SpecializationAI Agents · Enterprise Automation · Low-Code AutomationAI Agents · Workflow Automation · No-Code Automation
QualityEnterprise-focused agent platform with deep Microsoft ecosystem integration, autonomous agents, workflows, human approvals, knowledge grounding, connectors, APIs, MCP and strong governance.Strong agent infrastructure for teams that want no-code building with subagents, approvals, company knowledge, broad model choice, MCP and enterprise controls.
FeaturesAutonomous Agents · Generative Orchestration · Agent Handoffs · Workflows · Human Review · Power Platform Connectors · REST API · MCP · Computer Use · Enterprise KnowledgeAI Agents · Subagents · Human Approvals · 300+ Connectors · Company Knowledge · Skills · MCP · Model Router · API & Webhooks

Pricing

3 specifications +
SpecificationMicrosoft Copilot StudioGumloop
Starting PricePay-as-you-go $0.01/Copilot Credit · Capacity pack $200/monthFree $0/month · Pro from $37/month
Free PlanFree trial available for building/testing; standalone production usage requires paid Copilot Studio capacity or pay-as-you-goFree $0/month: 5,000 credits, 1 seat, 1 active trigger, 2 concurrent runs, 5 concurrent agent runs, unlimited agents and flows
Usage Limits / CreditsPAYG: $0.01/Copilot Credit · pack: 25,000 credits/month for $200 · classic answer 1 credit · generative answer 2 · agent action 5 · tenant graph grounding 10 · agent-flow actions 13 credits/100 actionsFree: 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 +
SpecificationMicrosoft Copilot StudioGumloop
Primary Use CaseEnterprise AI agents, autonomous business processes and low-code workflow automationBuild and operate AI agents plus visual workflow automations
Best ForMicrosoft-centric organizations / enterprises / IT and business teams building governed AI agents and workflowsIndividuals and teams building flexible AI agents, internal automations and multi-step business workflows
DeploymentMicrosoft cloud; agents publish to Microsoft 365 Copilot, Teams, websites, mobile apps and external channelsCloud SaaS; Enterprise VPC support available
Ease of UseIntermediate; natural-language and low-code building with enterprise configuration depthBeginner to Intermediate

Automation

13 specifications +
SpecificationMicrosoft Copilot StudioGumloop
AI AgentsAI agents with instructions, knowledge, tools, actions and autonomous/proactive executionCustom AI agents with tools, company context, skills, triggers and self-improvement
No-Code BuilderNatural-language creation plus graphical low-code agent/workflow designersNatural-language agent builder plus visual no-code workflow canvas
Workflow AutomationDrag-and-drop workflows and agent flows combining agents, tools, logic, prompts and human reviewUnlimited flows with triggers, connected apps, AI nodes and reusable subflows
Multi-Agent SupportAgents can hand off to other agents and call agents from workflows for coordinated multi-agent processesNative subagents; parent agents can delegate tasks and credit usage is tracked per subagent
Autonomous ExecutionAutonomous agents can operate independently from triggers and orchestrate multiple actionsAgents plan multi-step work, call tools/subagents, run code and can execute from triggers
Human-in-the-LoopWorkflows and agent flows support human review steps plus multistage and AI approvalsAgents can pause mid-task for tool approval or ask the user a question, then resume
Triggers & ActionsCustom triggers, workflows, connectors, REST APIs, MCP tools, agent actions and proactive processesApp triggers, recurring tasks and fully custom agent triggers across connected apps
IntegrationsHundreds of Power Platform connectors including Microsoft and third-party enterprise services300+ connectors plus MCP servers
Browser AutomationComputer use lets agents operate a computer through natural-language instructions; machine provisioning is requiredWeb/browser work available through agent tools and connectors such as Bright Data; native general-purpose browser-control scope varies by tool
Data ExtractionAI tools, document/content processing, connectors, APIs and AI Builder can extract and process enterprise data

Developer & Deployment

5 specifications +
SpecificationMicrosoft Copilot StudioGumloop
Custom IntegrationsCustom connectors, REST APIs and custom/existing MCP serversCustom MCP servers, hosted MCP and external API/custom connector options
API AccessAgents can call REST APIs and business systems; custom APIs can be exposed through connectors and MCPPro+: API key can trigger workflows and agents programmatically
WebhooksEvent/custom-trigger patterns available through connectors, flows and APIs; exact webhook implementation depends on connector/flow designPro+: webhook-triggered workflows plus organization webhooks for admin events
Custom CodeLow-code first; custom logic can be extended through Power Platform, APIs, Azure services and MCP toolsAgents can write/run code in sandboxes; workflows also support custom logic and skills
Self-HostingMicrosoft-managed cloud service; no public self-hosted Copilot Studio deploymentCloud platform; Enterprise offers VPC support, but public plans do not advertise self-hosted Gumloop deployment

AI & Knowledge

4 specifications +
SpecificationMicrosoft Copilot StudioGumloop
LLM SupportMicrosoft-provided models plus bring-your-own models from Azure model catalog/Foundry; BYOM billed separately35+ AI models with Auto/Model Router and BYOK support on Pro+
Knowledge Base / RAGGrounding from SharePoint, OneDrive, Dataverse, public websites and custom enterprise data sourcesCompany Brain/knowledge with synced sources, files and permission-aware context
MemoryConversational context and memory supported by GitHub Copilot and standard harness agentsAgent chat history plus company context/Brain; persistent task context is retained across agent use
Supported AI ModelsMicrosoft-managed models across Copilot Studio harnesses; BYO models from Azure model catalog/Foundry supported and billed separately35+ 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 +
SpecificationMicrosoft Copilot StudioGumloop
CollaborationTenant/environment-based authoring and governance with Power Platform administration and role-based accessPro: unlimited team members, shared credits, shared ownership, teams and shared credentials
Monitoring & LogsProduction monitoring, analytics, activity/history and Power Platform governance for agents and workflowsRun history, credit logs, Insights spend breakdown, evaluations and live activity
Enterprise PlanEnterprise-scale capacity via pay-as-you-go, $200 credit packs or discounted annual pre-purchase commitmentsCustom pricing with VPC, organization guardrails, audit logs, RBAC, SCIM/SAML, model controls and advanced security
SSO / Enterprise SecurityMicrosoft Entra ID, Power Platform governance, environment controls, roles and enterprise Microsoft security/compliance stackEnterprise: SCIM/SAML, RBAC, audit logs, model access control, custom retention, VPC and advanced permissions

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Agents/workflows extract and transform data from apps, documents, web sources and AI nodes
SchedulingAgents/workflows can run proactively and on recurring business processes using triggers and flowsRecurring tasks and custom triggers can run agents automatically
TemplatesPrebuilt agent templates, topics, tools and workflow patterns available across Copilot StudioAgent/workflow examples and reusable shared agents/skills; template ecosystem is smaller than mature automation platforms
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