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AI Tools

Best AI Orchestration Software in 2026

  1. 01 Dify

    Dify suits teams building AI applications that need visual workflows, knowledge grounding, model connections, and multiple publishing options.

    From $49.17/mo Free plan Open source Web · Windows · macOS · Linux
    9.3 Visit Specs
  2. 02 Botpress

    It suits teams building AI agents for customer support or other workflows, especially those needing visual flow design, knowledge grounding, or integrations.

    From $150/mo Free plan Web · API
    8.9 Visit Specs
  3. 03 Voiceflow

    Voiceflow is presented for CX and support leaders, engineers, enterprise teams, and agencies or partners building agents for clients.

    From $81/mo Free plan Web · iOS · Android · API
    8.6 Visit Specs
  4. 04 Flowise

    Flowise suits teams building agent or LLM workflows with visual tools, APIs, or self-hosted deployment.

    From $35/mo Free plan Web · Windows · macOS · Linux
    8.3 Visit Specs
  5. 05 Relevance AI

    Relevance AI suits teams building specialist agents and connecting them to multi-step workflows.

    From $19/mo Free plan Web
    8.3 Visit Specs
  6. 06 Dust

    Dust suits AI Operators in fast-moving companies, with listed use cases across engineering, customer support, sales, marketing, and data teams.

    From €24/mo Free plan Web · API · Browser extension
    8.2 Visit Specs
  7. 07 LangChain

    It suits developers building configurable model-and-tool agents in Python or JavaScript/TypeScript.

    From $39/mo Free plan API · Self-hosted
    8.1 Visit Specs
  8. 08 CrewAI AMP
    Free plan Web · API · Self-hosted
    8.0 Visit Specs
  9. 09 Haystack

    Haystack is built for AI developers and engineers creating modular, transparent systems, including agent workflows, RAG and multimodal applications.

    Free plan API · Self-hosted
    8.0 Visit Specs
  10. 10 Portkey

    Portkey suits teams that need a common API and operational controls for generative AI models and providers.

    From $49/mo Free plan Web · API · Self-hosted
    8.0 Visit Specs
  11. 11 Conductor

    Conductor is aimed at developers who build workers and tasks in a programming language.

    Free plan Web · API · Self-hosted
    7.9 Visit Specs
  12. 12 LiteLLM

    LiteLLM is aimed at platform teams that need a shared gateway, model routing and spend controls.

    Free plan Web · API · Self-hosted
    7.6 Visit Specs
  13. 13 LlamaIndex

    LlamaIndex suits developers and enterprises building document-processing, retrieval and knowledge-work workflows.

    From $50/mo Web · Linux · API · Self-hosted
    7.6 Visit Specs
  14. 14 DSPy
    API · Self-hosted
    7.5 Visit Specs
  15. 15 Orkes Conductor

    It suits teams coordinating AI agents and business workflows that need durable execution, human approvals or event-driven triggers.

    Free plan Web · API · Self-hosted
    7.5 Visit Specs
  16. 16 Martian Gateway
    Web · API
    7.1 Visit Specs
  17. 17 StackAI
    Web · API · Self-hosted · Browser extension
    6.9 Visit Specs
  18. 18 IBM watsonx Orchestrate
    From $530/mo Web
    6.5 Visit Specs
  19. 19 AWS Strands Agents
    Windows · macOS · Linux
    6.2 Visit Specs
  20. 20 Vertex AI Prompt Optimizer
    Web
    5.3 Visit Specs
How this list is ordered. Specifiction scores each tool on how fully its maker documents it, whether its prices are published, where the research puts it, the platforms it runs on and whether it can be tried for free (how we rank). Makers can also buy a numbered place (how Specifiction is paid for).

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