Agentic Index

The best multi-agent platforms in 2026, ranked

The best multi-agent platforms of 2026 are FLOWX.AI, UiPath, and CrewAI, ranked by verified capability coverage on the Agentic Index. All 56 researched vendors in the category are scored against the same 14 capabilities, and FLOWX.AI documents the broadest coverage at 13.5 out of 14.

Agentic Index ranks all 56 multi-agent platforms in its index by verified capability coverage. These are platforms that coordinate fleets of specialized agents on shared tasks. Each vendor is scored across the same 14 point taxonomy used throughout the index, most recently verified on 2026-09-17, and this ranking recomputes automatically as new research is verified.

Buyers also search this category as multi agent orchestration platforms, agent orchestration frameworks, and agentic automation platforms.

Scored on 14 buyer facing capabilities researched from public sources. No vendor pays for placement. How this ranking works

Best multi-agent platforms by buyer need

Best for complex multi step work

FLOWX.AI

Documents 3.0 of 3 on orchestration, memory, and knowledge grounding, and 13.5 of 14 overall.

Best for regulated and governed deployments

UiPath

Documents 3.0 of 3 on security, auditability, and human oversight, and 13.5 of 14 overall.

Best for developer extensibility

CrewAI

Documents 2.0 of 2 on APIs, MCP support, and tool calling, and 13.0 of 14 overall.

Best for fastest time to value

OutSystems

Documents 2.0 of 2 on prebuilt packs and channel coverage, and 13.0 of 14 overall.

Each segment names the vendor with the most documented coverage on the criteria that segment depends on, computed from the same research as the ranking below. A vendor appears once, in its strongest segment.

1. 1

   F

   FLOWX.AI13.5 / 14

   AI native agent platform for banking that deploys 220+ prebuilt agents on top of legacy systems with an agent builder, in perimeter data control, and banking grade governance.

   Full coverage on Workflow Orchestration and Knowledge Grounding & RAG and 11 more.

2. 2

   U

   UiPath13.5 / 14

   Public agentic automation platform orchestrating AI agents, robots, and people end to end, with Maestro orchestration, Agent Builder, Autopilot, self healing, and the AI Trust Layer for governance.

3. 3

   C

   CrewAI13.0 / 14

   Open-source multi-agent orchestration framework for building collaborative AI crews.

4. 4

   O

   OutSystems13.0 / 14

   Enterprise AI powered low code platform whose Agent Workbench lets teams build, test, orchestrate, and govern custom AI agents on top of existing systems, with broad model flexibility, an Enterprise Context Graph, a golden dataset evaluation suite, sovereign deployment control, and built in observability.

5. 5

   S

   ServiceNow13.0 / 14

   Enterprise platform whose Now Assist agents automate IT, employee, and customer workflows.

6. 6

   B

   Boomi12.5 / 14

   Integration platform that adds agentic automation and an agent control tower across enterprise systems.

7. 7

   C

   CrowdStrike12.5 / 14

   Cybersecurity platform whose Charlotte AI delivers agentic detection, triage, and response in the SOC.

8. 8

   R

   Rasa12.5 / 14

   Open-source conversational AI platform and enterprise framework with full channel coverage, dialog orchestration, trustworthy-AI positioning, and self-hosted or SaaS deployment.

9. 9

   S

   Sim12.5 / 14

   Open source AI workspace where teams build, deploy and manage agent workflows visually, conversationally through Mothership, or in code.

10. 10

    S

    SimplAI12.5 / 14

    Enterprise agentic AI operating system for building, orchestrating and governing multi agent systems across cloud, on premises and air gapped environments.

11. 11

    A

    Akka12.0 / 14

    Enterprise agentic AI platform that builds and runs multi agent systems on a durable distributed runtime, unifying orchestration, agents, memory, and streaming in one SDK.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 9 more. No documented coverage on Browser / Computer-use.

12. 12

    A

    Augment Code12.0 / 14

    AI coding assistant evolving into an AI-native engineering platform. Cosmos (June 2026) adds specialized agent teams coordinating across the full SDLC with shared memory, MCP/webhook integrations, and multi-agent orchestration.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 9 more. No documented coverage on Browser & Computer Use.

13. 13

    A

    AutoGPT12.0 / 14

    Open-source AI agent platform with a visual block-based builder, agent marketplace, and continuous agent runtime, available as free self-hosted software or a hosted cloud with subscription plus pay as you go credits.

    Full coverage on Prebuilt Agents / Templates / Packs and Triggers & Channel Coverage and 8 more.

14. 14

    D

    Databricks Mosaic AI12.0 / 14

    Databricks Mosaic AI platform for building, deploying, and orchestrating multi-agent systems.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 9 more. No documented coverage on Browser & Computer Use.

15. 15

    D

    Dataiku12.0 / 14

    Enterprise AI and machine learning platform with an agentic layer for building and governing agents.

16. 16

    d

    dSilo12.0 / 14

    Enterprise agentic AI platform that turns silos of contracts, invoices, and spend data into governed, executable actions across procurement, finance, and commercial operations.

    Full coverage on Security, Identity & Governance and Observability & Auditability and 9 more. No documented coverage on Browser / Computer-use.

17. 17

    E

    Edge Delta12.0 / 14

    Agentic observability platform whose AI Teammates, coordinated by the OnCall AI super agent, autonomously triage alerts, run root cause analysis, review code and PRs, and file tickets across SRE, security, and DevOps work, grounded in real time telemetry.

18. 18

    K

    Kestra12.0 / 14

    Open source, event driven orchestration platform that unifies data, AI, infrastructure, and business workflows behind a declarative YAML interface, with AI native agents, human in the loop approvals, and more than one thousand two hundred plugins.

19. 19

    L

    Legion Intelligence12.0 / 14

    Secure agent orchestration platform, the Command Layer, for defense, government, and large enterprise, connecting critical systems, data, and models into governed agentic workflows with multi model routing, full auditability, and human command, deployable across cloud, on premise, classified, and air gapped environments.

20. 20

    M

    Mindra12.0 / 14

    Multi-agent orchestration platform that assembles a coordinated team of AI agents from a plain-language prompt to execute work across 3,000+ tools with governance and audit trails.

    Full coverage on Human Oversight & Guardrails and Security, Identity & Governance and 9 more. No documented coverage on Browser / Computer-use.

21. 21

    R

    Retool12.0 / 14

    Internal tools platform extended into agent orchestration: agents pick their own tools, delegate to sub agents, link MCP servers, and inherit platform RBAC, with self hosting and built in evals.

22. 22

    S

    SuperAGI12.0 / 14

    Open-source MIT-licensed framework for building and running autonomous agents, with a graphical builder, toolkit marketplace, documented memory layer and self-hosting.

23. 23

    W

    Warp12.0 / 14

    Agentic development environment born out of the terminal, pairing an open-source Rust client with Oz cloud agents and Warp Factories, which runs fleets of coding agents across the SDLC defined as code, on any model or harness, with approval gates and per-tool-call audit trails.

    Full coverage on Model Flexibility & Routing and APIs, SDKs & MCP Extensibility and 8 more.

24. 24

    A

    AgentX11.5 / 14

    No code platform to build, evaluate, and deploy multi agent workflows with tools, memory, RAG, and human handoff, shipped in one click to API, Slack, web, email, or voice.

    Full coverage on Triggers & Channel Coverage and Model Flexibility & Routing and 8 more. No documented coverage on Browser / Computer-use.

25. 25

    A

    Automation Anywhere11.5 / 14

    Enterprise Agentic Process Automation platform that orchestrates goal driven AI agents, RPA bots, and human decisions across whole business processes.

26. 26

    Distyl AI11.5 / 14

    Distyl AI is an enterprise multi agent platform, delivered by forward deployed engineers, whose Distillery product turns organizational knowledge into audited AI routines running inside Fortune 500 production systems.

    Full coverage on Memory & State Persistence and Security, Identity & Governance and 8 more. No documented coverage on Browser & Computer Use.

27. 27

    Innovaccer11.5 / 14

    The Agentic Cloud for Healthcare: Innovaccer Gravity unifies enterprise health data and deploys 50+ prebuilt AI agents plus a no-code Agent Studio, with 100+ EHR and 100+ payer connectors and a governed model framework with automated fairness and safety probing.

28. 28

    LangChain11.5 / 14

    Open-source framework for building LLM-powered agents and multi-agent pipelines, with observability via LangSmith and graph orchestration via LangGraph.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 8 more. No documented coverage on Browser & Computer Use.

29. 29

    Redbird11.5 / 14

    Conversational analytics platform whose specialist AI agents automate the full data lifecycle, from collection and wrangling to data science and reporting, with full auditability and on prem LLM options.

30. 30

    SmythOS11.5 / 14

    Open-source agent operating system pairing a visual builder and SDK with a runtime for deploying and governing agents across cloud, on-premises and edge.

31. 31

    Airtable11.0 / 14

    Relational app platform turned agent builder: Omni configures agents from plain language and Field Agents run autonomously inside every record, with enterprise governance, audit logs and model choice.

32. 32

    Relevance AI11.0 / 14

    Platform for building and deploying a workforce of AI agents with a no-code tool builder.

33. 33

    Agent Zero10.5 / 14

    Open-source multi-agent framework with its own Linux-VM agent, subordinate agents, and dynamic tool creation.

    Full coverage on Workflow Orchestration and Browser & Computer Use and 5 more.

34. 34

    Altilia10.0 / 14

    All in one no and low code platform to build, deploy, and scale enterprise agentic AI, grounded in a Knowledge Graph and RAG with model agnostic execution and flexible, ISO certified deployment.

    Full coverage on Workflow Orchestration and Knowledge Grounding & RAG and 5 more. No documented coverage on Browser / Computer-use.

35. 35

    Opensee10.0 / 14

    Agentic analytics for financial risk and trading data whose multi agent system autonomously queries, analyzes, and acts on real time big data within permissions and guardrails.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 5 more. No documented coverage on Browser / Computer-use.

36. 36

    Potato10.0 / 14

    Agents first scientific OS for life sciences whose AI research collaborator designs, runs, and analyzes experiments end to end with reproducible, scored results.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 5 more. No documented coverage on Browser / Computer-use.

37. 37

    Wand AI10.0 / 14

    Agentic labor infrastructure and operating system for the hybrid workforce, letting governments and global enterprises create, execute, orchestrate, and govern AI agents that work alongside humans, from a single process up to entire divisions.

38. 38

    Weav.ai10.0 / 14

    AI native agentic decisioning platform for P&C insurance that unifies knowledge, decisions, and actions across underwriting, premium audit, and claims with human oversight.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 5 more. No documented coverage on Memory & State Persistence.

39. 39

    Uniphore9.5 / 14

    Enterprise Business AI platform spanning data, knowledge, models and agents, with pre-built industry agents and a no-code BPMN agent builder.

40. 40

    Hatchet9.0 / 14

    Durable orchestration engine for AI agents, background tasks, and mission-critical workflows, built on PostgreSQL with automatic retries, checkpointing, and observability, available as managed cloud or MIT-licensed self-host.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 5 more. No documented coverage on Knowledge Grounding & RAG and Model Flexibility & Routing and 1 more.

41. 41

    Kleio9.0 / 14

    Agentic commerce platform pairing a knowledge engine with thousands of orchestrated AI agents to run complex enterprise sales workflows end to end.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 5 more. No documented coverage on Model Flexibility & Routing and Browser / Computer-use and 1 more.

42. 42

    Sully.ai9.0 / 14

    Team of specialized AI employees for hospitals (Receptionist, Scribe, Coder, Nurse, Interpreter, Consultant) collaborating under one EHR connection across Epic, Cerner, MEDITECH and 50+ systems, with SOC 2 Type II and ISO 27001 attestations and a self host option.

43. 43

    Helio8.5 / 14

    A shared workspace where persistent AI teammates own recurring work end to end, each with a name, a role, memory, and a lane, running scheduled jobs in channels, tasks, coding sessions, and email with explicit human approval on sensitive actions.

44. 44

    Restate8.5 / 14

    Code first durable runtime for agents shipping as a single binary: every step journaled for crash recovery, Virtual Objects for per session state, approval pauses lasting months, and rollback of in flight executions.

45. 45

    Artian8.0 / 14

    Enterprise multi agent AI platform for financial services: a Planner and Agent Builder compose governed, deployable multi agent workflows for capital markets, trading operations and wealth.

    Full coverage on Workflow Orchestration and Human Oversight & Guardrails and 3 more. No documented coverage on Triggers & Channel Coverage and Testing, Debugging & Optimization and 1 more.

46. 46

    Enhans8.0 / 14

    Enterprise AI execution platform: an ontology layer gives agents business context, a customer-built agent and workflow layer decides what happens, and ACT-2, the company's own computer-use model, carries the work out by operating browsers and business systems directly where APIs fall short.

47. 47

    Pokee AI8.0 / 14

    Full-stack autonomous agent platform automating work across 90+ tools, with isolated cloud VMs and on-prem, on-device, or VPC deployment.

48. 48

    Manus7.5 / 14

    Autonomous general AI agent from Butterfly Effect that runs inside a cloud based virtual computer, taking a high level goal and independently planning and executing multi step tasks, browsing real websites, writing and running code, analyzing data, and returning finished deliverables like reports, spreadsheets, slides, and working web apps.

49. 49

    Mastery AI7.0 / 14

    Agentic AI platform for insurance carriers, MGAs, and brokers that runs autonomous agents across submission intake, underwriting, peer review, renewal, and claims, with regulated first, on premises deployment.

    Full coverage on Workflow Orchestration and Human Oversight & Guardrails and 3 more. No documented coverage on Security, Identity & Governance and Memory & State Persistence and 3 more.

50. 50

    Epiminds6.5 / 14

    Multi agent AI marketing team fronted by Lucy, orchestrating 20+ specialized agents that report, optimize, pace budgets, and execute across Google, Meta, and TikTok for agencies, with humans in control.

51. 51

    Kana6.5 / 14

    AI native agentic marketing platform of loosely coupled, tailorable agents that plan, run, and optimize campaigns with human approval gates throughout.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 2 more. No documented coverage on Security, Identity & Governance and Observability & Auditability and 3 more.

52. 52

    Thefword6.5 / 14

    AI fashion workflow software that takes a style from trend brief to editable tech pack, launch imagery and factory handoff on one product record, with PLM and factory system integrations for enterprise brands.

    Full coverage on Deployment & Data Residency and Integrations & Tool Calling and 1 more. No documented coverage on Memory & State Persistence and Model Flexibility & Routing and 2 more.

53. 53

    AlethianAI6.0 / 14

    AI native multi agent healthcare platform that automates clinical workflows end to end, from intake and scribe to coding, billing, scheduling, and inbox, integrated with major EHRs.

    Full coverage on Integrations & Tool Calling and Workflow Orchestration and 2 more. No documented coverage on Memory & State Persistence and Deployment & Data Residency and 4 more.

54. 54

    Connected-Stories5.5 / 14

    Multi-agent system for marketing and advertising content, where four specialised agents carry a campaign from strategy through generation, delivery and optimisation, grounded in a knowledge graph of brand DNA and past campaigns and delivering creatives straight to advertising platforms.

    Full coverage on Workflow Orchestration and Knowledge Grounding & RAG. No documented coverage on Browser / Computer-use and Memory & State Persistence and 3 more.

55. 55

    Feltsense5.5 / 14

    Software company building fleets of agentic founders, AI agents that autonomously ideate, build, and take products to market with humans only at the edges.

    Full coverage on Workflow Orchestration. No documented coverage on Security, Identity & Governance and Model Flexibility & Routing and 2 more.

56. 56

    ChipAgents4.5 / 14

    Agentic AI environment for chip design and verification that works inside the engineer's code editor, reading specifications to generate synthesizable RTL, testbenches and assertions and to trace verification failures back through the RTL hierarchy.