Agentic Index

The best multi-agent platforms in 2026, ranked

The best multi-agent platforms of 2026 are FLOWX.AI, ServiceNow, and UiPath, ranked by verified capability coverage on the Agentic Index. All 53 researched vendors in the category are scored against the same 14 capabilities, and FLOWX.AI documents the broadest coverage at 14.0 out of 14.

Agentic Index ranks all 53 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 2026-10-28, 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 14.0 of 14 overall.

Best for regulated and governed deployments

ServiceNow

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

Best for developer extensibility

UiPath

Documents 2.0 of 2 on APIs, MCP support, and tool calling, and 13.5 of 14 overall.

Best for fastest time to value

AutoGPT

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.AI14.0 / 14

   AI native agent platform for banking, with a catalog of 246 pre designed agents that run on top of legacy systems, an agent builder, data kept inside the customer's perimeter, and centralized governance with audit trails.

   Full coverage on Browser / Computer-use and Testing, Debugging & Optimization and 12 more.

2. 2

   S

   ServiceNow13.5 / 14

   Workflow platform whose AI agents, built in AI Agent Studio, run with supervised or autonomous tools, long-term memory, pre-release evaluations and browser actions, callable by any outside agent through Action Fabric.

3. 3

   U

   UiPath13.5 / 14

   Agentic automation platform that orchestrates UiPath, coded and external agents alongside robots and people, with escalations to humans, agent memory, scored evaluations, step-level traces and self-healing UI automation.

4. 4

   A

   AutoGPT13.0 / 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 Testing, Debugging & Optimization and APIs / SDKs / MCP Extensibility and 10 more.

5. 5

   C

   CrewAI13.0 / 14

   Open source multi agent framework (Python, MIT) of role based Crews and event driven Flows, with memory, knowledge, tools and MCP, plus CrewAI AMP for triggers, traces, human review, RBAC and SSO on CrewAI cloud, a VPC or self hosted.

6. 6

   D

   Databricks Agent Bricks13.0 / 14

   Databricks' agent platform, now sold as Agent Bricks, for building, governing and monitoring multi-agent systems on the Databricks Data Intelligence Platform.

   Full coverage on Testing, Debugging & Optimization and APIs, SDKs & MCP Extensibility and 11 more. No documented coverage on Browser & Computer Use.

7. 7

   D

   Dataiku13.0 / 14

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

8. 8

   R

   Relevance AI13.0 / 14

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

9. 9

   S

   Sim13.0 / 14

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

10. 10

    W

    Warp13.0 / 14

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

    Full coverage on Browser & Computer Use and APIs, SDKs & MCP Extensibility and 10 more.

11. 11

    A

    Akka12.5 / 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 Testing, Debugging & Optimization and APIs / SDKs / MCP Extensibility and 10 more. No documented coverage on Browser / Computer-use.

12. 12

    B

    Boomi12.5 / 14

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

13. 13

    K

    Kestra12.5 / 14

    Open source declarative orchestration platform whose AI agents call its 2,000+ plugins as tools, remember across runs and pause for approval, self hosted under Apache 2.0 or run on the Enterprise Edition or Kestra Cloud.

14. 14

    O

    OutSystems12.5 / 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 model choice across many providers, an Enterprise Context Graph, a golden dataset evaluation suite, sovereign deployment control, and built in observability.

15. 15

    S

    SimplAI12.5 / 14

    Datafuse Technology Inc builds SimplAI, an enterprise agentic AI operating system for building, orchestrating and governing multi agent systems across cloud, on premises and air gapped environments.

16. 16

    A

    AgentX12.0 / 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 Testing, Debugging & Optimization and APIs / SDKs / MCP Extensibility and 9 more. No documented coverage on Browser / Computer-use.

17. 17

    A

    Augment Code12.0 / 14

    Augment Code is an AI coding platform built around its Context Engine, now part of Harness after an October 2026 asset acquisition. Its Cosmos product runs teams of specialized agents that coordinate across the software development lifecycle with shared memory, MCP and webhook integrations, and multi agent orchestration.

    Full coverage on APIs, SDKs & MCP Extensibility and Model Flexibility & Routing and 9 more. No documented coverage on Browser & Computer Use.

18. 18

    C

    CrowdStrike12.0 / 14

    CrowdStrike is a cybersecurity platform whose Charlotte AI delivers agentic detection, triage, and response in the SOC.

19. 19

    d

    dSilo12.0 / 14

    dSilo is an 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 Testing, Debugging & Optimization and Triggers & Channel Coverage and 9 more. No documented coverage on Browser / Computer-use.

20. 20

    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.

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

    SmythOS12.0 / 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.

23. 23

    S

    SuperAGI12.0 / 14

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

24. 24

    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.

25. 25

    I

    Innovaccer11.5 / 14

    Agentic cloud for healthcare in which Gravity unifies enterprise health data and runs a catalog of prebuilt agents, plus AI Studio and Developer Studio for custom agents. Customers choose models from Innovaccer, OpenAI or Anthropic and build on open APIs and HMCP, and the platform holds HITRUST, SOC 2 and ISO 27001 certification.

26. 26

    LangChain11.5 / 14

    Three open source agent frameworks, with LangChain for tool calling agents on any model provider, LangGraph for durable, stateful orchestration, and Deep Agents for long running agents.

    Full coverage on Testing, Debugging & Optimization and APIs, SDKs & MCP Extensibility and 8 more. No documented coverage on Browser & Computer Use.

27. 27

    Legion Intelligence11.5 / 14

    Governed agentic AI for national security, delivered as role based Legion Packs that connect agents, models and data across existing systems under human approval, deployable from cloud to classified, air gapped and edge environments.

28. 28

    Rasa11.5 / 14

    Conversational AI platform built on the CALM framework, with flows that orchestrate sub agents over MCP and A2A, messaging and voice channels, and self managed or managed deployment.

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

    Airtable11.0 / 14

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

31. 31

    Artian11.0 / 14

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

    Full coverage on Testing, Debugging & Optimization and Model Flexibility & Routing and 7 more. No documented coverage on Browser / Computer-use.

32. 32

    Agent Zero10.5 / 14

    Open-source multi-agent framework that gives its agent a full Linux container with desktop and browser, subordinate agents, persistent memory, and scheduled tasks.

    Full coverage on Browser & Computer Use and Model Flexibility & Routing and 6 more. No documented coverage on Security, Identity & Governance.

33. 33

    Altilia10.5 / 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 ISO certified SaaS, private cloud or on premises deployment.

    Full coverage on APIs / SDKs / MCP Extensibility and Model Flexibility & Routing and 7 more. No documented coverage on Browser / Computer-use and Memory & State Persistence.

34. 34

    Grok Bot10.5 / 14

    Always on AI teammates from SpaceXAI that share a persistent cloud computer, sign in to a team's tools, run routines and hand work to each other, sold with Cursor and Grok plans.

    Full coverage on Browser / Computer-use and Prebuilt Agents / Templates / Packs and 6 more. No documented coverage on Deployment & Data Residency.

35. 35

    Manus10.0 / 14

    Autonomous general AI agent that takes a goal, plans and executes the steps in its own cloud computer and browser or in your local browser, and returns finished research, slides, spreadsheets and web apps, with scheduled tasks, email triggers, connectors and an API.

36. 36

    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 Prebuilt Agents / Templates / Packs and Deployment & Data Residency and 5 more. No documented coverage on Memory & State Persistence.

37. 37

    Mindra9.5 / 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 Model Flexibility & Routing and Triggers & Channel Coverage and 6 more. No documented coverage on Browser / Computer-use and APIs / SDKs / MCP Extensibility and 1 more.

38. 38

    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.

39. 39

    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 Triggers & Channel Coverage and Prebuilt Agents / Templates / Packs and 5 more. No documented coverage on Browser / Computer-use and Model Flexibility & Routing and 1 more.

40. 40

    Sully.ai9.0 / 14

    AI agents for hospitals and clinics (Receptionist, Scribe, Medical Coder, Triage Nurse, Pharmacist, Consultant) coordinated by an agent orchestrator over one EHR integration, with auditable trails and human override, plus the Sully API and Sully LLM for health-tech teams; SOC 2 Type 2, ISO 27001, HITRUST.

41. 41

    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.

42. 42

    Pokee AI8.5 / 14

    AI agent platform that runs multi-step workflows across 90+ SaaS tools from one instruction, on its own reinforcement learning engine, with scheduled runs, a documented Enterprise API, and VPC or air-gapped deployment.

43. 43

    Restate8.5 / 14

    Durable runtime for workflows, services and AI agents that journals every step, keeps per-session agent state in Virtual Objects, and self-hosts as a single binary under the BSL or runs on Restate Cloud and BYOC.

44. 44

    Distyl AI8.0 / 14

    Distyl AI is an enterprise AI company that pairs forward deployed engineers with its Distillery platform, where subject matter experts build, deploy, and own agent systems grounded in a governed enterprise knowledge layer.

    Full coverage on Testing, Debugging & Optimization and Observability & Auditability and 3 more. No documented coverage on Browser & Computer Use and APIs, SDKs & MCP Extensibility and 1 more.

45. 45

    Enhans8.0 / 14

    An 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.

46. 46

    Kana7.5 / 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 Triggers & Channel Coverage and Human Oversight & Guardrails and 3 more. No documented coverage on Browser / Computer-use and APIs / SDKs / MCP Extensibility and 2 more.

47. 47

    AlethianAI7.0 / 14

    Connected AI agents for medical practices share one patient record. AI Receptionist, AI Live Scribe with clinician sign off, AI RCM, AI eFax and AI SMS integrate with 18+ EHRs and log every action in a full audit trail.

    Full coverage on Triggers & Channel Coverage and Prebuilt Agents / Templates / Packs and 4 more. No documented coverage on Browser / Computer-use and Testing, Debugging & Optimization and 4 more.

48. 48

    Epiminds7.0 / 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.

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 Model Flexibility & Routing and Prebuilt Agents / Templates / Packs and 3 more. No documented coverage on Browser / Computer-use and Testing, Debugging & Optimization and 3 more.

50. 50

    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 Workflow Orchestration and 1 more. No documented coverage on Browser / Computer-use and Testing, Debugging & Optimization and 2 more.

51. 51

    Wand AI6.5 / 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.

52. 52

    ChipAgents6.0 / 14

    Agentic AI environment for chip design and verification, reached through a web workspace, that reads specifications to generate synthesizable RTL, testbenches and assertions and traces verification failures back through the RTL hierarchy, in the cloud, single tenant or on premises.

53. 53

    Connected-Stories5.5 / 14

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

    Full coverage on Knowledge Grounding & RAG and Workflow Orchestration. No documented coverage on Browser / Computer-use and APIs / SDKs / MCP Extensibility and 3 more.