Multi-agent systems companies, products & suppliers
Runtimes where several agents collaborate or hand off rather than a single agent loop. Jobs: role-specialised agent teams; handoffs between agents; shared memory between roles.
What are Multi-agent systems?
Runtimes where several agents collaborate or hand off rather than a single agent loop. Jobs: role-specialised agent teams; handoffs between agents; shared memory between roles.
What problems does it solve?
A single agent cannot specialise across research, critique and execution roles.
Typical business use cases
- Role-specialised agent teams
- Handoffs between agents
- Shared memory between roles
Important capabilities
- Role graph
- Handoff protocol
- Shared store
What buyers should evaluate
- Failure isolation
- Who is accountable
- Cost of extra agents
Risks and governance considerations
Loops of agents amplifying an error with no single owner.
Procurement checklist
- Stop conditions
- Audit of handoffs
- Owner role
Relevant AI Trustmark assurance
AI Trustmark independent findings appear only when an assessment or certificate exists. Category membership does not imply verification.
Companies and providers
Claimed suppliers appear first so buyers can start with listings the company has taken ownership of. Payment does not buy this order.
Agno is a self-driving agent platform that runs in your cloud. Build, deploy and improve customer-facing and internal agents with coding agents. Agno is used for Multi-agent system
Amazon Web Services is Amazon's cloud division selling compute, storage, Bedrock model hosting and related AI infrastructure. Public pages cover regional cloud services for builder
CrewAI publishes CrewAI Platform as named AI products. CrewAI is used for Multi-agent systems and Agent orchestration work. CrewAI is recorded in San Francisco, United States. Crew
Google is a US technology company that sells consumer and cloud AI products, including Gemini, Search, and related developer APIs on Google Cloud. Google publishes Imagen, Gemini f
LangChain enables every company to own their intelligence. Control, govern, and compound intelligence with an open agent engineering platform. Trusted by 7k+ organizations. LangCha
Helping open technology projects build world class open source software, communities and companies. Linux Foundation publishes Monocle, vLLM, and Kubeflow as named AI products. Lin
Mastra is a TypeScript framework for building AI agents and workflows with tools, memory, and integrations. Public marketing also emphasises typeScript-native agent framework. It i
Microsoft Corporation sells Windows, Azure, Microsoft 365 and Copilot AI products. Public pages cover cloud, productivity and developer APIs used by enterprises and consumers. Micr
Pydantic AI is a Python agent framework from the Pydantic team for building type-safe LLM applications and agents. Public marketing also emphasises type-safe Python agent framework
Deliver maximum ROI through optimized specialist agents. Build agents for sales, customer success, marketing and HR, and run millions of daily tasks on one platform. OnSearch Pty L
Products
Claimed products appear first. Ranking packs and payment do not change this list.
- Agent Development Kit· Google
- Agno· Agno
- AutoGen· Microsoft
- BeeAI Framework· Linux Foundation
- CrewAI Platform· CrewAI
- Mastra· Mastra
- Microsoft Agent Framework· Microsoft
- Pydantic AI· Pydantic
- Relevance AI Agent Teams· Relevance AI
- Strands Agents· Amazon Web Services
Also used in this category
These products have a different primary category so they do not compete for the same ranking queries. They are listed here because buyers still encounter them in this job.
- LangGraph Platform· LangChain
Related categories
Relevant procurement and assurance guides
Frequently asked questions
What is Multi-agent systems?
Runtimes where several agents collaborate or hand off rather than a single agent loop. Jobs: role-specialised agent teams; handoffs between agents; shared memory between roles.
What should not be listed as Multi-agent systems?
Products whose buyer job is one-agent products, MCP integration layers, or workflow graphs with AI steps. Those belong on their own category page so search queries are not split.
Has AI Trustmark independently assessed every Multi-agent systems supplier?
No. A category listing is descriptive. Independent assessment is shown only on company or product pages that carry Trustmark evidence.
What are Multi-agent systems?
Runtimes where several agents collaborate or hand off rather than a single agent loop. Jobs: role-specialised agent teams; handoffs between agents; shared memory between roles.
What should buyers check when an AI agent can take actions?
Ask which tools, systems and write actions are allowed, whether those actions require human approval, and how they can be stopped. Category membership as an AI agent is a topic label, not permission to act in a buyer environment.
How is an AI agent different from workflow automation?
Workflow automation follows a designed path, even if a model fills a step. Agents choose steps toward a goal. Both can write to systems; the control model differs. Do not treat an RPA bot or a predefined workflow as an open-ended agent in procurement language.
Should agent actions require human approval?
Human approval is a control, not a default. Buyers should specify which action classes need approval, who can grant it, and whether the agent can proceed unattended after a session starts. Independent assessment records the approval model that was evidenced.
What evidence should buyers request from an AI-agent supplier?
Request the named product, permitted actions, logging, approval model, independent assessment depth if any, and the live certificate record rather than a badge image. Supplier-stated answers are not the same as documented, demonstrated or independently verified evidence.