Agentic Index
The best multi-agent platforms in 2026, ranked
The best multi-agent platforms of 2026 are UiPath, Automation Anywhere, and CrewAI, ranked by verified capability coverage on the Agentic Index. All 50 researched vendors in the category are scored against the same 14 capabilities, and UiPath documents the broadest coverage at 13.5 out of 14.
Agentic Index ranks all 50 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 2026-07-30, 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
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UiPath
Documents 3.0 of 3 on orchestration, memory, and knowledge grounding, and 13.5 of 14 overall.
- Best for regulated and governed deployments
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Automation Anywhere
Documents 3.0 of 3 on security, auditability, and human oversight, and 13.0 of 14 overall.
- Best for developer extensibility
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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
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ServiceNow
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.
Ranked field (50 vendors)
Latest verified research: 2026-07-30
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2A
Enterprise Agentic Process Automation platform that orchestrates goal driven AI agents, RPA bots, and human decisions across whole business processes.
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4S
Enterprise platform whose Now Assist agents automate IT, employee, and customer workflows.
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6C
Cybersecurity platform whose Charlotte AI delivers agentic detection, triage, and response in the SOC.
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8A
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 Observability & Auditability and APIs / SDKs / MCP Extensibility and 9 more. No documented coverage on Browser / Computer-use.
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9D
Databricks Mosaic AI platform for building, deploying, and orchestrating multi-agent systems.
Full coverage on APIs, SDKs & MCP Extensibility and Model Flexibility & Routing and 9 more. No documented coverage on Browser & Computer Use.
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11E
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.
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13L
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.
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14O
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.
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15A
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 Security, Identity & Governance and Deployment & Data Residency and 8 more. No documented coverage on Browser / Computer-use.
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16D
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 Integrations & Tool Calling and Workflow Orchestration and 8 more. No documented coverage on Browser & Computer Use.
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17I
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.
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18M
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 Observability & Auditability and Human Oversight & Guardrails and 8 more. No documented coverage on Browser / Computer-use.
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21d
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 Observability & Auditability and APIs / SDKs / MCP Extensibility and 7 more. No documented coverage on Browser / Computer-use.
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22K
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 APIs / SDKs / MCP Extensibility and Triggers & Channel Coverage and 7 more. No documented coverage on Browser / Computer-use.
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23R
Platform for building and deploying a workforce of AI agents with a no-code tool builder.
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24A
Open-source multi-agent framework with its own Linux-VM agent, subordinate agents, and dynamic tool creation.
Full coverage on Integrations & Tool Calling and Workflow Orchestration and 5 more.
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25A
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 APIs, SDKs & MCP Extensibility and Integrations & Tool Calling and 7 more. No documented coverage on Human Oversight & Guardrails and Browser & Computer Use.
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26
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 APIs / SDKs / MCP Extensibility and Model Flexibility & Routing and 6 more. No documented coverage on Browser / Computer-use.
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29
AI native supply chain planning platform whose Pi Agent orchestrates over 100 specialized agents on a digital twin inside the customer Google Cloud tenant.
Full coverage on Knowledge Grounding & RAG and Security, Identity & Governance and 7 more. No documented coverage on Browser / Computer-use and Model Flexibility & Routing.
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31
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 APIs / SDKs / MCP Extensibility and Triggers & Channel Coverage and 5 more. No documented coverage on Browser / Computer-use.
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32
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 Observability & Auditability and Human Oversight & Guardrails and 5 more. No documented coverage on Browser / Computer-use.
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33
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 Memory & State Persistence and Observability & Auditability and 5 more. No documented coverage on Browser / Computer-use.
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34
Agentic AI platform for the office of the CFO that runs accounts payable end to end with real time governance, policy enforcement, and full audit trails.
Full coverage on Triggers & Channel Coverage and Knowledge Grounding & RAG and 6 more. No documented coverage on Browser / Computer-use and Model Flexibility & Routing.
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36
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 Human Oversight & Guardrails and 6 more. No documented coverage on Testing, Debugging & Optimization and Model Flexibility & Routing and 1 more.
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37
Agentic AI for chip design and verification that boosts RTL productivity for hardware engineering teams.
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38
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 APIs / SDKs / MCP Extensibility and Observability & Auditability and 5 more. No documented coverage on Knowledge Grounding & RAG and Browser / Computer-use and 1 more.
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40
Agentic operations platform for fashion brands that orchestrates design, tech pack, vendor, and 3D agents to move from sketch to production ready collection.
Full coverage on Prebuilt Agents / Templates / Packs and Memory & State Persistence and 4 more. No documented coverage on Browser / Computer-use and Model Flexibility & Routing.
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41
AI native, multi agent enterprise planning operating system that helps PMOs and IT leaders prioritize, align, and execute complex initiatives.
Full coverage on Observability & Auditability and Integrations & Tool Calling and 3 more. No documented coverage on Browser / Computer-use and Model Flexibility & Routing.
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42
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 Human Oversight & Guardrails and 3 more. No documented coverage on Model Flexibility & Routing and Browser / Computer-use.
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43
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 Integrations & Tool Calling and 5 more. No documented coverage on APIs / SDKs / MCP Extensibility and Browser / Computer-use and 2 more.
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44
Vertical AI co-worker for hotels that connects 100+ property systems into one layer and runs continuous, traceable, human controlled operations across revenue, F&B, payroll, and procurement.
Full coverage on Workflow Orchestration and Security, Identity & Governance and 5 more. No documented coverage on APIs / SDKs / MCP Extensibility and Testing, Debugging & Optimization and 2 more.
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45
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 Human Oversight & Guardrails and Security, Identity & Governance and 3 more. No documented coverage on Triggers & Channel Coverage and Browser / Computer-use and 1 more.
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47
Multi-agent creative management platform for video advertising whose Core and Edge Agents orchestrate strategy, creation, distribution, and optimization, delivering personalized creatives to ad platforms and refining them in a closed performance loop.
Full coverage on Observability & Auditability and Integrations & Tool Calling and 1 more. No documented coverage on Browser / Computer-use and APIs / SDKs / MCP Extensibility and 1 more.
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48
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 Workflow Orchestration and Integrations & Tool Calling and 2 more. No documented coverage on Memory & State Persistence and Model Flexibility & Routing and 4 more.
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49
Early stage industrial Agentic Execution AI that takes governed actions alongside operations teams in supply chain, capital projects, and maintenance, deployed inside the customer's own cloud.
Full coverage on Workflow Orchestration and Prebuilt Agents / Templates / Packs and 2 more. No documented coverage on Observability & Auditability and Memory & State Persistence and 4 more.
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50
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 APIs / SDKs / MCP Extensibility and Model Flexibility & Routing and 2 more.
How this ranking works. Each vendor's score is the sum of its verified feature scores across 14 buyer facing agentic AI capabilities, researched from public sources. Full support counts 1.0, partial support counts 0.5, and ties are broken alphabetically. A low score means less documented coverage in public materials, not a definitive absence of capability. The buyer need block above is computed from the same scores, taking the subset of criteria each need depends on. No vendor pays for placement.