Agentic Index

The 38 best agentic AI platforms in 2026, ranked

The best agentic AI platforms in 2026, ranked by the Agentic Index coverage score, are Appian, FLOWX.AI, Gumloop, Mastra and Microsoft. 7 platforms share the top at 14 out of 14 on documented capability coverage, listed alphabetically. This page lists all 38 platforms scoring 12.5 or higher, drawn from the 548 agentic AI platforms among 956 researched vendors, each graded against the same 14 buyer facing capabilities from public evidence only. Index data was last verified on October 3, 2026. No vendor pays for placement.

What counts as an agentic AI platform

A platform is where agents are built, orchestrated and governed. An agent does one job. On this page a vendor qualifies as an agentic AI platform if it sits in any of four horizontal lanes the index tracks: enterprise operations agents, multi-agent platforms, agent builders, agent infrastructure platforms. That test admits 548 of the 956 researched vendors. Vertical products, a support agent or a healthcare agent, are ranked in their own lanes instead.

The ordering is mechanical. Every vendor is graded Full, Partial or Not documented on 14 capabilities under the Agentic Index verification standard, those grades sum into an Agentic Index coverage score, and ties break alphabetically. The cut here is a threshold rather than a curated count: every qualifying platform at 12.5 or higher is listed, which is why the list runs to 38 rather than a round ten. Splitting a tie block to hit a rounder number would make the ranking an opinion.

The 38 best agentic AI platforms of 2026

Ranked by Agentic Index coverage score out of 14, as of October 3, 2026. Platforms on the same score are listed alphabetically, so read each tied block as a band rather than an order.

1. Appian
14/14

enterprise operations agents, agent builders

Appian documents all 14 axes by anchoring agents inside governed process models, on the argument that fragmented data and missing control are what actually block AI value. Agent Studio, data fabric context and agents that test other agents sit on top of the deepest public sector security stack in the index at FedRAMP High and DoD IL5, which makes it the strongest documented option for regulated and government buyers.

Appian capability profile and pricing · Full enterprise operations agents ranking
2. FLOWX.AI
14/14

enterprise operations agents, multi-agent platforms, agent builders, agent infrastructure platforms

FLOWX.AI is an enterprise agentic platform built for banking, with an agent builder, more than 220 prebuilt agents, documented orchestration patterns, an observability layer and a published trust page carrying ISO 27001 and SOC 2. It now documents all 14 axes, level with Appian, Gumloop, Mastra, Microsoft, ServiceNow and UiPath, and it is still the only record on this page that qualifies in all four platform lanes, which is what a suite documented end to end looks like on the grid.

FLOWX.AI capability profile and pricing · Full enterprise operations agents ranking
3. Gumloop
14/14

agent builders

Gumloop is a visual canvas for assembling AI powered pipelines and agents without code, and it now documents all 14 axes on the same verified coverage that puts it in front of the GTM lane. It sits level with the suites at the top of this list, so one of the deepest documented surfaces in the field belongs to a canvas rather than a suite.

Gumloop capability profile and pricing · Full agent builders ranking
4. Mastra
14/14

agent infrastructure platforms

Mastra is an open source TypeScript framework for agents and workflows, installed from npm under Apache 2.0, and it is the only record at 14 of 14 that is a framework rather than a platform. An agent is defined in one place with its instructions, model, tools and memory. Workflows compose typed steps, retries and branches into durable processes, and the Mastra Platform adds hosted Studio, observability, evals and deployment. It qualifies through agent infrastructure alone, where it sits level at the top with FLOWX.AI.

Mastra capability profile and pricing · Full agent infrastructure platforms ranking
5. Microsoft
14/14

enterprise operations agents

Microsoft's agent platform is Copilot Studio, where agents are built, given tools and knowledge, published and then watched, alongside the Microsoft 365 Copilot agents inside the productivity apps. Generative orchestration chains topics, tools, other agents and knowledge in one response, and an event rather than a person can start a run. Model choice, per user memory, computer use and pre publish evaluations are all documented, which is how it reaches 14 of 14 through enterprise operations alone.

Microsoft capability profile and pricing · Full enterprise operations agents ranking
6. ServiceNow
14/14

enterprise operations agents, multi-agent platforms

ServiceNow documents all 14 axes from the workflow platform that already runs IT, HR, customer service and security operations. Agents are built in AI Agent Studio with supervised or autonomous tools, long term memory and pre release evaluations. The Autonomous Workforce orchestrates teams of them end to end, and any outside agent can call them through Action Fabric.

ServiceNow capability profile and pricing · Full enterprise operations agents ranking
7. UiPath
14/14

enterprise operations agents, multi-agent platforms, agent builders

UiPath is one of seven platforms documenting all 14 axes, and the one with an RPA heritage. Maestro models long running processes in BPMN 2.0 and coordinates UiPath agents, third party agents, robots and humans across multisystem work such as claims, loans and payroll. Agent Builder handles low code agent creation, and the AI Trust Layer carries governance.

UiPath capability profile and pricing · Full enterprise operations agents ranking
8. Pega
13.5/14

enterprise operations agents, agent builders

Pega is a workflow, case management and decisioning platform that puts agents inside governed processes rather than beside them. Blueprint's design agents generate workflows at design time, and at run time agents find and follow those approved workflows instead of improvising a route. Agentic Process Fabric orchestrates across systems and is callable over MCP, under a FedRAMP High authorization.

Pega capability profile and pricing · Full enterprise operations agents ranking
9. StackAI
13.5/14

enterprise operations agents, agent builders

StackAI is a no code platform for building, deploying and governing enterprise agents that act across ERP, CRM and ITSM systems, and it sits at 13.5 with Pega. Governance is the surface it documents most deeply.

StackAI capability profile and pricing · Full enterprise operations agents ranking
10. Agno
13/14

agent infrastructure platforms

Agno, formerly Phidata, is a high performance agent runtime that treats fast instantiation and low memory use as a precondition for running many agents at once rather than a benchmark boast. Apache 2.0 licensed with full self hosting, multi agent support and built in memory, it sits one point behind Mastra for teams that want the runtime rather than the suite.

Agno capability profile and pricing · Full agent infrastructure platforms ranking
11. AutoGPT
13/14

multi-agent platforms, agent builders, agent infrastructure platforms

AutoGPT is an open source agent platform with a visual block builder, an agent marketplace and a continuous runtime, free to self host via Docker Compose or used as a hosted cloud. A Human In The Loop block pauses a run for a reviewer, and every task carries a dollar cost and a step by step record.

AutoGPT capability profile and pricing · Full multi-agent platforms ranking
12. Base44
13/14

agent builders

Base44, a Wix company, is an AI app builder with its own database, authentication and hosting, and its Superagents are autonomous agents built from a plain language description that run on schedules and events. The Superagent asks the owner's approval before it changes an app or installs a skill.

Base44 capability profile and pricing · Full agent builders ranking
13. CrewAI
13/14

multi-agent platforms

CrewAI is an MIT licensed, Python native framework for multi agent systems. Crews are teams of role based agents that collaborate on a task, and Flows add deterministic control over how that work is sequenced. It is the common starting point for engineering teams building multi agent systems in code rather than in a canvas.

CrewAI capability profile and pricing · Full multi-agent platforms ranking
14. Databricks Agent Bricks
13/14

multi-agent platforms

Agent Bricks is Databricks' platform for building agents over lakehouse data. Knowledge Assistant, Supervisor Agent and Genie agents are managed builders a team points at its own governed data, with managed memory in Lakebase (in beta), approval holds on tool calls, evaluation and monitoring built in, and billing in Databricks units. It is continuous with a Databricks estate and asks a great deal of anyone without one.

Databricks Agent Bricks capability profile and pricing · Full multi-agent platforms ranking
15. Dataiku
13/14

multi-agent platforms, agent builders

Dataiku comes to agents from the data science and machine learning platform, so agents are built and governed beside the pipelines and models a data team already runs. Its documentation covers long term memory, per tool human approval, agent evaluation and review, scenario triggers on schedules and data changes, and an A2A server, with a Free Edition to start.

Dataiku capability profile and pricing · Full multi-agent platforms ranking
16. HappyRobot
13/14

enterprise operations agents

HappyRobot started in freight and logistics and now sells AI workers for operations teams. They are built in a workflow editor with branching, sub workflows and parallel tasks, handle calls and messages across voice, SMS, email, WhatsApp, chat, Teams and Slack, and reach more than 200 systems through connectors and browser agents, with tests and audits around every release. The platform runs managed, single tenant, in the customer's own cloud or on premises, on the model the customer chooses, under an enterprise contract with no published rates.

HappyRobot capability profile and pricing · Full enterprise operations agents ranking
17. n8n
13/14

agent builders

n8n is open source workflow automation with a self hostable engine, native AI nodes and LLM integrated workflow building. It is the entry where the documented surface and the product are the same thing, because the source is public, and it is one of the few on the list a team can run entirely on its own hardware.

n8n capability profile and pricing · Full agent builders ranking
18. Relevance AI
13/14

multi-agent platforms, agent builders

Relevance AI is a no code platform for building an AI workforce, where business teams assemble agents from a template marketplace and a tool builder. It documents approvals on individual actions, simulated test sets that block publishing below a pass rate, scheduled triggers and a choice of US, EU or Australian regions, with Pro at $19 a month billed annually.

Relevance AI capability profile and pricing · Full multi-agent platforms ranking
19. Replit Agent
13/14

agent builders

Replit is a full stack app builder and runtime whose agent handles database setup, background jobs, automated testing and continuous deployment. It qualifies on documented evidence rather than on the enterprise shape of the rest of the list, since it is aimed at builders, students and startups, which makes it the entry least like its neighbors.

Replit Agent capability profile and pricing · Full agent builders ranking
20. Sema4.ai
13/14

agent builders

Sema4.ai, from the Robocorp team, lets business users build governed, auditable agents as natural language runbooks that run inside the company's own cloud. It documents the stack from authoring through deployment, and the runbook is a distinct authoring model from the canvases and code that dominate the rest of the list.

Sema4.ai capability profile and pricing · Full agent builders ranking
21. Sim
13/14

multi-agent platforms, agent builders

Sim is an open source workspace where the same agent workflow can be built visually, described conversationally through Mothership, or written in code, without forcing a team to pick one mode up front. It suits teams that want a canvas and an escape hatch to code in the same product.

Sim capability profile and pricing · Full multi-agent platforms ranking
22. Tray.ai
13/14

agent infrastructure platforms

Tray.ai, formerly Tray.io, is an enterprise integration and automation platform with an agent layer on top: more than 700 managed connectors, visual workflows, and Merlin Agent Builder, whose agents search a knowledge base synced from the customer's own documents. Agent Gateway turns workflows and connector operations into MCP tools behind an allowlist, role based access and rate limits, which is the governance half of the product. It enters the list at 13 through agent infrastructure.

Tray.ai capability profile and pricing · Full agent infrastructure platforms ranking
23. Tungsten Automation
13/14

enterprise operations agents, agent builders

Tungsten Automation, formerly Kofax, builds TotalAgility, which joins document processing, workflow automation and knowledge discovery to agents that coordinate across enterprise workflows. More than 300 pre trained extraction models handle common document types, and customers bring their own models. Tungsten's own screen driving RPA sits alongside under a FedRAMP High authority, which makes it the document heavy entry on the list.

Tungsten Automation capability profile and pricing · Full enterprise operations agents ranking
24. Warp
13/14

multi-agent platforms

Warp began as a terminal and now runs fleets of coding agents: Oz cloud agents and Warp Factories run agents across the software lifecycle, defined as code, on any model or harness, with approval steps along the way. It sits here for its multi-agent platform lane rather than as a coding assistant.

Warp capability profile and pricing · Full multi-agent platforms ranking
25. Writer
13/14

enterprise operations agents, agent infrastructure platforms

Writer is an enterprise platform built on its own Palmyra model family, with an agent builder, a developer platform at dev.writer.com and distribution through Amazon Bedrock, so a buyer can run Writer's agents inside the application or build on its models outside it. It enters the list at 13 on documented observability, triggering, model routing and computer use surfaces.

Writer capability profile and pricing · Full enterprise operations agents ranking
26. Adopt AI
12.5/14

enterprise operations agents

Adopt AI runs finance work, from reconciliations and the monthly close to payables, receivables and tax filing, inside a company's existing systems, reaching bank and vendor portals that have no API through its NoUI engine. Work counts only after human sign off, and every action lands in an immutable audit trail.

Adopt AI capability profile and pricing · Full enterprise operations agents ranking
27. Akka
12.5/14

multi-agent platforms, agent builders, agent infrastructure platforms

Akka brings a distributed runtime to agents, unifying orchestration, agents, memory and streaming in one SDK, with workflows that pause for approval, a hash chained interaction log and an evaluation kit for testing agents in CI. It is open core under a business source license that converts to Apache, with public serverless prices from $10 a month.

Akka capability profile and pricing · Full multi-agent platforms ranking
28. Boomi
12.5/14

enterprise operations agents, multi-agent platforms, agent builders

Boomi's claim is that agents are only as good as the data and connections behind them, and that it already owns that plumbing. Agentstudio adds design, governance and orchestration on top of thousands of existing connectors and API management, with an agent control tower over the fleet.

Boomi capability profile and pricing · Full enterprise operations agents ranking
29. Fabrix.ai
12.5/14

enterprise operations agents, agent builders

Fabrix.ai, formerly CloudFabrix, builds an operational intelligence platform for IT, network and security operations, organized around context, control and orchestration. A continuously updated enterprise knowledge graph grounds the agents, and a control plane traces and approves what they do. A no code orchestrator runs them across a named estate of observability, ITSM, network and cloud systems, which makes it the IT operations entry on the list.

Fabrix.ai capability profile and pricing · Full enterprise operations agents ranking
30. Harvey
12.5/14

enterprise operations agents

Harvey is the one legal product on this list: an enterprise legal platform with purpose built and custom agents, Vault document analysis, research, memory and an agent builder, used across most of the Am Law 100. It qualifies through the enterprise operations lane, and its score says a platform built for one profession can document the taxonomy as fully as a horizontal one.

Harvey capability profile and pricing · Full enterprise operations agents ranking
31. IBM watsonx Orchestrate
12.5/14

enterprise operations agents

IBM watsonx Orchestrate is a platform for building, running and governing agents, without code or with the Agent Development Kit's Python SDK, and it imports agents built elsewhere, including from Langflow. Agentic workflows assemble them from documented node types, including steps that pause for a person to approve before the flow resumes. Per agent model choice, imported knowledge bases, a pre deployment evaluation framework and request traces complete the documented grid.

IBM watsonx Orchestrate capability profile and pricing · Full enterprise operations agents ranking
32. Kestra
12.5/14

multi-agent platforms, agent infrastructure platforms

Kestra is an open source orchestration platform, Apache 2.0 licensed, that defines workflows in YAML and starts them on schedules, webhooks and real time events. Its AI Agent task gives a model of the customer's choice any Kestra task or flow as a tool, remembers across runs in Kestra's key value store and pauses for human approval, and MCP servers expose flows to outside agents. It enters the list at 12.5 through agent infrastructure and multi agent platforms.

Kestra capability profile and pricing · Full multi-agent platforms ranking
33. Latenode
12.5/14

agent builders, agent infrastructure platforms

Latenode is a low code agent and automation platform that bills by execution second rather than per task. It ships a headless browser and a database inside the box, bundles GPT, Claude and Gemini access, and documents self hosted or on premise deployment, which carries it onto this list through two lanes.

Latenode capability profile and pricing · Full agent builders ranking
34. OutSystems
12.5/14

multi-agent platforms, agent builders

OutSystems brings an enterprise low code heritage to agents through Agent Workbench, where teams build, test, orchestrate and govern custom agents on top of existing systems, with broad model flexibility, an Enterprise Context Graph and a golden dataset evaluation loop. It is an incumbent that documented the agentic layer rather than announcing it.

OutSystems capability profile and pricing · Full multi-agent platforms ranking
35. Pipefy
12.5/14

enterprise operations agents, agent builders

Pipefy is a no code process orchestration platform whose agents work inside the processes a business already runs, on the argument that approvals, business rules and audit trails already live there. Each agent is built from behaviors that fire on a process event, read the card's fields and call specific actions. Human validation steps, traceable runs, customer chosen models including bring your own, and customer maintained knowledge bases are all documented.

Pipefy capability profile and pricing · Full enterprise operations agents ranking
36. Salesforce
12.5/14

enterprise operations agents

Agentforce 360 turns the Sales, Service, Commerce and Marketing clouds into a surface where agents reason, plan and act, built on the Atlas Reasoning Engine and its reason, act, observe loop. The strategic point is placement rather than novelty: the agents run inside the system where the pipeline and the customer record already live.

Salesforce capability profile and pricing · Full enterprise operations agents ranking
37. SimplAI
12.5/14

multi-agent platforms, agent builders, agent infrastructure platforms

SimplAI, from Datafuse Technology Inc, positions itself as an operating system for agents and documents cloud, on premises and air gapped deployment together. A no code builder and visual canvas sit over multi agent orchestration, memory, retrieval grounding and multi model routing, with agents published to REST, webhooks, embeds, MCP and A2A.

SimplAI capability profile and pricing · Full multi-agent platforms ranking
38. Torq
12.5/14

enterprise operations agents

Torq started as security hyperautomation, a successor to SOAR, and added HyperSOC, agentic operations built on the same governed workflow fabric. It qualifies here through enterprise operations: no code and low code workflows with approval steps carry AI agents across security and IT work, run on self hosted step runners where needed, and every execution keeps an audit trail.

Torq capability profile and pricing · Full enterprise operations agents ranking

Recent verified changes from the platforms above

A ranking is only as current as its last verification. These are the most recent sourced change log entries for the platforms named on this page, newest first, one per vendor. Coverage scores recompute as entries like these are verified, so the order above can change between visits.

Replit Agent security / enterprise
Medium impact

Workspace settings joined Replit's enterprise controls. Account admins set organization wide policies, make exceptions for particular workspaces and hand some settings to workspace admins, while locked controls, such as limiting public deployments to admins, stay fixed.

October 2, 2026 · Verified · All Replit Agent changes
Agno security / enterprise
High impact

Role based access control and user management come to AgentOS in Agno 3.1.0, with a role store, scope policies, an audit log, a user directory and an admin interface. Authorization engines are pluggable, including a fine grained option.

October 1, 2026 · Verified · All Agno changes
Akka observability / auditability
High impact

Akka SDK 3.6.6 adds EvalKit, which runs agent evaluations as ordinary JUnit tests that score tool calls, arguments, replies and cost, with model judges and a minimum pass rate gate. RedKit, built on it, sends prompt injection, role play and configuration extraction attacks and fails the suite when a reply or tool call shows a breach. Cases can run against a mocked model on every build or the real model on demand, and can be drawn from recorded production interactions.

October 1, 2026 · Verified · All Akka changes
Mastra deployment / data residency
Medium impact

Any environment on Mastra's hosted platform can now get a Postgres database that accepts connections only from inside the same private network. It is created with one CLI command or at deploy time, placed in the environment's region and wired in automatically.

October 1, 2026 · Verified · All Mastra changes
Pega observability / auditability
High impact

Patch release 25.1.4 of Pega Platform adds agent testing and evaluation. Teams record reference conversations as test cases, group them into suites and run evaluation plans that score responses on measures such as tool selection and staying in scope, with results in a new AI Evaluation Portal.

October 1, 2026 · Partially Verified · All Pega changes
UiPath human approval / guardrails
High impact

Administrators can now bring their own safety vendor into UiPath's AI Trust Layer, in preview, so agent guardrails run under the customer's own vendor agreement and region. Azure AI Language, Azure Content Safety and Noma are supported, checks can be enforced across the organization, and each evaluation is recorded in the agent trace.

October 1, 2026 · Partially Verified · All UiPath changes

Full change log · updated weekly across the whole index

How to shortlist from here

A coverage score says what a vendor has documented, not what it is like to run. Use this page to build the shortlist, then use the comparison matrices to see any two platforms side by side across all 14 axes, the lane rankings for the full ordered field in a single category, and pricing research, which covers all 956 vendors including the 509 that publish no price at all. If the requirement is a specific control rather than a category, the capability pages show which vendors document each axis. Buyers looking for the wider field rather than the platform tier should start at the AI agent directory. Buyers whose requirement is unattended work rather than a build surface should start at the autonomous AI workforce platforms page, which applies a six capability bar to this same pool. Buyers whose requirement is a portable stack should start at the platforms that support Model Context Protocol tools, and buyers who need to test and trace an agent before trusting it should start at the agent observability platforms page. Buyers who want to keep model choice out of the vendor's hands should start at the platforms that let you bring your own model or route between providers. Two pages change the pool rather than the bar, because the job is vertical rather than horizontal: production ops agents ranked for automated incident resolution and agentic security operations platforms ranked for alert triage and investigation.

Questions buyers ask

What are the best agentic AI platforms in 2026?

By verified capability coverage on the Agentic Index, the best agentic AI platforms in 2026 are Appian, FLOWX.AI, Gumloop, Mastra, Microsoft, ServiceNow and UiPath, level at 14 out of 14. At 13.5 come Pega and StackAI. At 13 come Agno, AutoGPT, Base44, CrewAI, Databricks Agent Bricks, Dataiku, HappyRobot, n8n, Relevance AI, Replit Agent, Sema4.ai, Sim, Tray.ai, Tungsten Automation, Warp and Writer. At 12.5 come Adopt AI, Akka, Boomi, Fabrix.ai, Harvey, IBM watsonx Orchestrate, Kestra, Latenode, OutSystems, Pipefy, Salesforce, SimplAI and Torq. Every one of the 548 platforms in the index is scored on documented public evidence across the same 14 capabilities, and no vendor pays for placement.

What counts as an agentic AI platform rather than an AI agent?

A platform is where agents are built, orchestrated and governed. An agent does one job. On this page a vendor qualifies as an agentic AI platform if it sits in any of four horizontal lanes: enterprise operations, multi agent platforms, agent builders, or agent infrastructure. 548 of the 956 vendors in the index qualify. Vertical products such as a support agent or a scribe are ranked in their own lanes instead.

How is this ranking calculated?

Mechanically, from documented public evidence. Each vendor is graded Full, Partial or Not documented on 14 buyer facing capabilities under the Agentic Index verification standard, those grades are summed into an Agentic Index coverage score out of 14, and ties break alphabetically. Every qualifying platform scoring 12.5 or higher appears here, which is a threshold rather than a curated count, so no tie is split to hit a round number. Index data was last verified on October 3, 2026.

What does a full score of 14 out of 14 mean?

It means the vendor has published evidence a buyer can check on every one of the 14 axes, and 7 platforms do: Appian, FLOWX.AI, Gumloop, Mastra, Microsoft, ServiceNow and UiPath. It does not mean the product is better in use. A coverage score measures what is documented, and a vendor that markets autonomy while documenting none of it scores accordingly. That is the difference between a coverage score and a review.

Is this list sponsored or paid?

No. No vendor pays for placement on the Agentic Index, there are no affiliate links, and vendors cannot buy a position or a score. The ranking is computed from 13,384 documented capability assessments and recomputes as research is verified, so the order on this page can change between visits.

Built from 13,384 documented capability assessments across 956 vendors. Agentic Index data last verified October 3, 2026.

Methodology · All rankings · Change log

The 38 best agentic AI platforms in 2026, ranked

What counts as an agentic AI platform

The 38 best agentic AI platforms of 2026

1. Appian

2. FLOWX.AI

3. Gumloop

4. Mastra

5. Microsoft

6. ServiceNow

7. UiPath

8. Pega

9. StackAI

10. Agno

11. AutoGPT

12. Base44

13. CrewAI

14. Databricks Agent Bricks

15. Dataiku

16. HappyRobot

17. n8n

18. Relevance AI

19. Replit Agent

20. Sema4.ai

21. Sim

22. Tray.ai

23. Tungsten Automation

24. Warp

25. Writer

26. Adopt AI

27. Akka

28. Boomi

29. Fabrix.ai

30. Harvey

31. IBM watsonx Orchestrate

32. Kestra

33. Latenode

34. OutSystems

35. Pipefy

36. Salesforce

37. SimplAI

38. Torq

Recent verified changes from the platforms above

Replit Agent security / enterprise

Agno security / enterprise

Akka observability / auditability

Mastra deployment / data residency

Pega observability / auditability

UiPath human approval / guardrails