THE AI AGENT FIELD GUIDESOURCES FIRST. CLEARER CHOICES.
CONDITIONS BEFORE CONCLUSIONS

See the differences that matter.

Choose 2–3 products for a shared fact matrix, or read an editorial comparison for a specific task. Unknown means not verified, not unsupported.

Documented product facts; unknown fields are not negative claims.
Selection questionMicrosoft Copilot StudioMicrosoftDifyDify
Product typeAutomated workflowAutomated workflow
Best suited forMicrosoft-oriented organizations building a governed custom agent around approved data, actions, and channels.Technical and business teams designing inspectable AI workflows or a custom knowledge application with deployment choice.
Shared / related tasks
Price modelPrepaid or pay-as-you-go Copilot usageThe reviewed page describes prepaid credit commitments and consumption-based usage, requiring an Azure subscription. Identity, connectors, channel delivery, and underlying services may have additional eligibility or cost conditions.Cloud plans · self-hosted edition · separate model costsThe reviewed page lists cloud workspace limits and model/message credits, plus private deployment choices. A self-hosted edition does not include infrastructure or external model costs; license restrictions require separate inspection.
Price amountNot verified — not assumed to be $0Not verified — not assumed to be $0
DeploymentHosted service; exact tenancy and regional options require confirmationManaged cloud, private/VPC, or self-hosted Community Edition
APINot verifiedNot verified in the reviewed official material.Yes (documented)Plan eligibility and exact endpoint scopes require confirmation.Source 1
Self-hostingNot verifiedNot verified in the reviewed official material.Yes (documented)Documented deployment option; configuration and license conditions still need review.Source 1
Open sourceNot verifiedThe license of the exact distribution has not been established as an open-source license.Not verifiedThe license of the exact distribution has not been established as an open-source license.
InputsAn agent specification, knowledge sources, environment and identity configuration, permitted connectors, test cases, and usage budget.Workflow specification, knowledge documents, model/provider configuration, permitted tools, environment variables, and test cases.
OutputsConfigured agents or workflows, published channel experiences, evaluation results, and operational analytics.Configured agents and workflows, knowledge applications, web-app or API delivery, and execution paths to review.
Platform relationshipNot verifiedNot verified
PermissionsExact action scopes not verifiedExact action scopes not verified
Commercial useOutput rights, data-provider licenses, and applicable contractual conditions require review for the intended use.Output rights, data-provider licenses, and applicable contractual conditions require review for the intended use.
Human reviewValidate governance and action boundaries in a development environment before scheduling or publishing agents. Test policy accuracy and action failure paths using approved or synthetic customer cases.Validate governance and action boundaries in a development environment before scheduling or publishing agents. Review generated code, dependencies, security boundaries, and CI before merging or deployment.
Enterprise Operations · Knowledge connectionsBusiness data, files, sites, connectors, Work IQ, and MCPSource 1Not verifiedNot verified in the reviewed official material.
Enterprise Operations · Agent configurationNo-code conversational/autonomous agents, workflows, and appsSource 1Visual workflow nodes, retrieval pipelines, tool use, and human-input stepsSource 1
Enterprise Operations · Approval requirementsNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Enterprise Operations · Execution visibilityStructured evaluations, analytics, lifecycle controls, and audit logsSource 1Visible execution paths for testing and debuggingSource 1
Enterprise Operations · Deployment optionsPublish to internal, social, and website channels in a governed environmentSource 1Cloud, VPC/private, and self-hosted Community EditionSource 1
Enterprise Operations · Data handlingNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Customer Support · Knowledge sourcesNot verifiedNot verified in the reviewed official material.Outside this profile’s reviewed scope
Customer Support · Support channelsNot verifiedNot verified in the reviewed official material.Outside this profile’s reviewed scope
Customer Support · Human handoffNot verifiedNot verified in the reviewed official material.Outside this profile’s reviewed scope
Customer Support · Customer data accessNot verifiedNot verified in the reviewed official material.Outside this profile’s reviewed scope
Customer Support · Action permissionsNot verifiedNot verified in the reviewed official material.Outside this profile’s reviewed scope
Customer Support · Resolution billingNot verifiedNot verified in the reviewed official material.Outside this profile’s reviewed scope
Software Development · Development environmentOutside this profile’s reviewed scopeVisual workflow and knowledge-application workspaceSource 1
Software Development · Repository accessOutside this profile’s reviewed scopeNot verifiedNot verified in the reviewed official material.
Software Development · Execution permissionsOutside this profile’s reviewed scopeNot verifiedNot verified in the reviewed official material.
Software Development · Change reviewOutside this profile’s reviewed scopeNot verifiedNot verified in the reviewed official material.
Software Development · Model providersOutside this profile’s reviewed scopeNot verifiedNot verified in the reviewed official material.
Software Development · Deployment optionsOutside this profile’s reviewed scopeCloud, VPC/private, and self-hosted Community EditionSource 1
VerificationPartially verified · 2026-10-02Partially verified · 2026-10-02
Independent testingNot conducted by uAgentKitNot conducted by uAgentKit

What “official sources” means We read vendor material for the claims cited below. This is a documentation review. No independent product test or professional endorsement is implied. Read our method →

  1. Official Microsoft Copilot Studio features

    Microsoft · www.microsoft.com · Read · 2026-10-02

  2. Official Copilot Studio consumption models

    Microsoft · www.microsoft.com · Read · 2026-10-02

  3. Official Dify workflow and deployment options

    Dify · dify.ai · Read · 2026-10-02

  4. Official Dify plan and deployment conditions

    Dify · dify.ai · Read · 2026-10-02

Build your shortlist

Choose 2 products, or add a third. Your selection stays on this device; the comparison URL can be shared.

Shopify SidekickShopify
Helium AgentHelium 10
KalodataKalodata
Gorgias AI AgentGorgias
Tidio LyroTidio
PhotoroomPhotoroom
Creatify AgentCreatify
OpusClipOpusClip
DescriptDescript
ElevenLabsElevenLabs
Buffer AI AssistantBuffer
JasperJasper
n8nn8n
Zapier AgentsZapier
ElicitElicit
HarveyHarvey
Lexis+ with ProtégéLexisNexis
Patsnap EurekaPatsnap
PlantixPlantix
AlphaSenseAlphaSense
NansenNansen
ChainalysisChainalysis
RebuyRebuy
HeyGenHeyGen
OpenEvidenceOpenEvidence
SpellbookSpellbook
Solve IntelligenceSolve Intelligence
AGRIVI AI EngageAGRIVI
HebbiaHebbia
DuneDune
CursorCursor
GitHub CopilotGitHub
Replit AgentReplit
ClineCline
OpenHandsOpenHands
AiderAider
Salesforce AgentforceSalesforce
HubSpot Agent HubHubSpot
LindyLindy
ClayClay
Fin by IntercomIntercom
Zendesk AI AgentsZendesk
SciteScite
SciSpace Research AgentsSciSpace
KhanmigoKhan Academy
NotebookLMGoogle
Microsoft Copilot StudioMicrosoft
Glean AgentsGlean
DustDust
DifyDify
CrewAICrewAI
LangGraphLangChain
PikpopPikpop
PostizPostiz
TypefullyTypefully
Taja AITaja AI
Photo AIPhoto AI
Goblin ToolsGoblin Tools
Saner.AISaner.AI
SkyvernSkyvern
AudioPenNicheless, Inc.
ChatbaseChatbase Inc.
AnythingLLMMintplex Labs Inc.

Editorial comparisons