Dify is an open-source platform for building AI applications with workflows, knowledge retrieval, model management, observability, and tools.
Best AI Orchestration Software in 2026
AI orchestration software helps connect AI agents, models and workflow steps. Compare tools by agent orchestration, model routing, visual workflow builders, model providers, and tracing or observability. Check deployment options before choosing. The listed platforms include web, API, self-hosted, Linux, extensions and Windows; check the product page for Android support if you plan to work from a Xiaomi, Redmi or…
Voiceflow is a platform for building, testing, deploying, and monitoring chat and voice agents across channels and languages.
Relevance AI is a web platform for building specialist AI agents and connecting their actions into simple tasks or multi-step workflows with conditional logic.
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Botpress
Botpress is a platform for building, deploying, and monitoring AI agents for customer support and other workflows.
Free planWebAPI7.3From $150 a month - 5
Flowise
Flowise is an open-source platform for building generative AI agents and workflows based on large language models.
Free planWebAPILinuxmacOS7.2From $35 a month - 6

LlamaIndex
LlamaIndex helps developers and enterprises process documents and build AI workflows around them.
Free planWebAPILinuxSelf-hosted7.1From $50 a month - 7

Dust
Free planWebAPIExtension6.9From €288 a year - 8

LangChain
LangChain is a free, open-source framework for building agents that connect models with tools.
Free planAPISelf-hosted6.8$39 usage-based - 9
Portkey
Portkey is a platform for managing, observing, and governing generative AI across teams.
Free planWebAPISelf-hosted6.8From $49 a month - 10
CrewAI AMP
Free planWebAPISelf-hosted6.4Free plan - 11

Haystack
Haystack is an open-source AI orchestration framework for developers building agents, multimodal applications, advanced retrieval-augmented…
Free planAPISelf-hosted6.4Free plan - 12

StackAI
StackAI is a no-code platform for building AI agents, from their backend logic to their interfaces and analytics.
Free planWebAPIExtensionSelf-hosted6.4Free plan - 13

Orkes Conductor
Orkes Conductor brings AI agents and deterministic workflows together to build and run business processes.
Free planWebAPISelf-hosted6.3Free plan - 14

Conductor
Free planWebAPISelf-hosted6.2Free plan - 15

LiteLLM
Free planWebAPISelf-hosted6.2Free plan - 16
Martian Gateway
WebAPI6.0 - 175.8From $530 a month
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DSPy
DSPy is a free, MIT-licensed, open-source Python framework for building AI programs and systems.
APISelf-hosted5.7 - 19
AWS Strands Agents
LinuxmacOSWindows4.9 - 204.9
Choosing well
Compare free plans and paid pricing
Free plans are available in this category, while pricing models range from free and open source to freemium and paid plans.
Check the paid starting point and billing term. Botpress lists paid plans from $150 per month annually, Dify from $59 per month, and Flowise from $35 per month. IBM watsonx Orchestrate lists a 30-day trial from $530 per month.
Check where it runs
Deployment options include web, API, self-hosted, Linux, browser extensions and Windows. Match these options to the computers, servers or services you plan to use.
The facts do not specify Android apps for these tools. Check the product page before relying on a phone or tablet workflow.
Match the workflow approach
Compare agent orchestration and visual workflow builder support. A visual builder may suit people who prefer arranging steps, while an API or self-hosted setup may fit a code-led workflow.
Check which model providers connect to the tool and whether the setup matches the agents and models you need to coordinate.
Look at routing and tracing
Model routing can help direct work between available models. Tracing and observability can help you inspect workflow runs and diagnose problems.
Compare these capabilities with the way you plan to monitor agent steps, model calls and workflow results.
Review the licence
Open-source code is available from tools in this category, including DSPy and Haystack. If you need to read or change the code, check the project licence and deployment requirements.
Questions people ask
Do AI orchestration tools have free plans?
Free plans are available in this category. Pricing notes also identify open-source options and freemium plans, so check the terms for the tool you want.
Can I use these tools on Android?
The supplied platform facts do not specify Android apps. Check the product page before choosing a tool for a Xiaomi, Redmi or POCO phone or tablet.
Which deployment options should I compare?
Compare web, API, self-hosted, Linux, browser extension and Windows support with the environment where you will build and run workflows.
What should I check for model support?
Compare model providers and model routing, then confirm that the providers and routing controls fit the models you plan to use.
Do these tools include workflow monitoring?
Tracing and observability are comparison criteria for this category. Check how a product exposes workflow runs, agent steps and model calls.


