Dify suits teams building AI applications that need configurable workflows, knowledge retrieval or multiple publishing options.
Best AI Orchestration Software 2026
Every product here is ranked by Samsung Mobile US Press's record score: what its maker publishes about it, where it runs (Android first), whether it is free to try, and how recently the facts were read.
Voiceflow
It suits CX and support leaders, engineers and enterprise teams building chat or voice agents.
AndroidiPhone & iPadWeb+2Flowise
Flowise suits developers and teams building agent or LLM workflows who want visual orchestration, deployment choices, and developer access.
WebWindowsMac+3Relevance AI
Relevance AI suits teams or individuals looking to build specialist AI agents and connect them to app workflows.
WebBotpress
Botpress may suit teams building AI agents for customer support or other workflows, especially those needing visual flow design, knowledge grounding or integrations.
WebAPIDust is aimed at AI operators in fast-moving companies, with use cases across engineering, customer support, sales, marketing, and data teams.
LangChain suits developers building model-and-tool agents in Python or JavaScript/TypeScript.
LlamaIndex is aimed at developers and enterprises automating document processing and knowledge work.
Portkey suits teams building or operating applications that use multiple AI models and need routing, activity monitoring, and prompt management.
Haystack is aimed at AI developers and engineers building modular, transparent systems.
LiteLLM suits platform teams that need a shared API for multiple model providers and controls for usage, routing, and spend.
Conductor is designed for developers who write code and build workers and tasks in a preferred language.
Orkes Conductor suits developers and teams building business processes that combine AI agents with workflow automation.