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CONDITIONS BEFORE CONCLUSIONS

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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 questionDifyDifyCrewAICrewAI
Product typeAutomated workflowAutomated workflow
Best suited forTechnical and business teams designing inspectable AI workflows or a custom knowledge application with deployment choice.Developers implementing role-based agent teams inside a structured workflow with explicit state and task boundaries.
Shared / related tasks
Price modelCloud 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.Open-source framework · model costs · enterprise platformThe official documentation describes an open-source framework; the main site describes a managed enterprise platform with demo-led procurement. External model/tools and hosted enterprise features have separate costs and license conditions.
Price amountNot verified — not assumed to be $0Not verified — not assumed to be $0
DeploymentManaged cloud, private/VPC, or self-hosted Community EditionLocally operated framework or separately licensed managed/enterprise platform
APIYes (documented)Plan eligibility and exact endpoint scopes require confirmation.Source 1Yes (documented)Plan eligibility and exact endpoint scopes require confirmation.Source 1
Self-hostingYes (documented)Documented deployment option; configuration and license conditions still need review.Source 1Not verifiedNot verified in the reviewed official material.
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.
InputsWorkflow specification, knowledge documents, model/provider configuration, permitted tools, environment variables, and test cases.Python workflow code or configured canvas, agent roles and tools, model access, state schema, event triggers, and acceptance criteria.
OutputsConfigured agents and workflows, knowledge applications, web-app or API delivery, and execution paths to review.Crew task artifacts, Flow state transitions, connected-tool results, and managed-platform traces when enabled.
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. Review generated code, dependencies, security boundaries, and CI before merging or deployment.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 connectionsNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Enterprise Operations · Agent configurationVisual workflow nodes, retrieval pipelines, tool use, and human-input stepsSource 1Role-based Crews inside structured stateful FlowsSource 1
Enterprise Operations · Approval requirementsNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Enterprise Operations · Execution visibilityVisible execution paths for testing and debuggingSource 1Managed platform tracing, cost accounting, and approval gatesSource 1
Enterprise Operations · Deployment optionsCloud, VPC/private, and self-hosted Community EditionSource 1Locally operated framework; managed enterprise build/runtimeSource 1
Enterprise Operations · Data handlingNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Software Development · Development environmentVisual workflow and knowledge-application workspaceSource 1Python framework and separate managed visual/canvas platformSource 1
Software Development · Repository accessNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Software Development · Execution permissionsNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Software Development · Change reviewNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Software Development · Model providersNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Software Development · Deployment optionsCloud, VPC/private, and self-hosted Community EditionSource 1Locally operated framework; managed enterprise build/runtimeSource 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 Dify workflow and deployment options

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

  2. Official Dify plan and deployment conditions

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

  3. Official CrewAI enterprise build/runtime offering

    CrewAI · www.crewai.com · Read · 2026-10-02

  4. Official CrewAI Crews and Flows framework

    CrewAI · docs.crewai.com · Read · 2026-10-02

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