Software Platforms (2026): AI, Data, Cloud, DevOps, Integration

AI & Agentic AI Platforms

19 entries

AI, agent, assistant and inference platforms.

01AI PlatformsA curated index of AI platforms across 15 categories — AIOps, chatbot development, enterprise AI, decisioning, DataOps, no-code AI, MLOps, ModelOps, observability. 02Enterprise AI PlatformsA curated directory of enterprise AI operationalization and engineering platforms — NVIDIA Run:ai, Tecton Feature Store, ModelOp, Mona ML Monitoring. 03Agentic AI PlatformsA curated directory of 26 Agentic AI Platforms — covering enterprise AI agent builders, autonomous workflow automation, GRC and security agents. 04Decision Intelligence PlatformsExplore the top 21 decision intelligence platforms of 2025 — including ACTICO, Aera, FICO, IBM, Pega, SAS, Oracle, Quantexa, InRule, o9 Solutions, and more. 05AI Chatbot Development PlatformsCompare the top AI chatbot development platforms including Google Dialogflow, HubSpot, WotNot, BotCore, Botsify, Flow XO, MobileMonkey, and more. Explore features. 06Conversational AI Platforms for Customer ServiceA curated directory of 14 Conversational AI Platforms for Customer Service — covering agentic AI, voice-first experiences, LLM-powered chatbots. 07Conversational AI Platforms for Employee ServicesA curated directory of conversational AI platforms for employee services in 2026 — covering AI copilots, virtual agents, and automation tools from Espressive. 08No-Code AI Development PlatformsA curated, verified directory of 21 no-code and low-code AI development platforms for 2026 — spanning AutoML, computer vision, business automation. 09LLM Inference Platforms and ToolsLLM API providers, GPU clouds, routers, self-hosted serving frameworks and local apps such as Ollama and LM Studio, with the inference engines compared. 10Neuromorphic AI PlatformsCurated directory of 6 verified neuromorphic AI platforms — Intel Hala Point (Loihi 2), IBM NorthPole, BrainChip Akida, Innatera T1, SpiNNaker2 (SpiNNcloud). 11AIOps PlatformsA curated directory of AIOps platforms for 2026 — covering AI-driven IT operations, observability, incident automation, and intelligent monitoring from BMC Helix. 12AI Gateways11 AI gateway platforms for LLM routing, governance and observability, including TrueFoundry, Kong, LiteLLM, MLflow and Cloudflare. 13Cloud AI Developer Services (CAIDS)12 cloud vendors offering machine learning, generative AI and prebuilt AI services for developers and enterprises. 14Cloud AIAI platforms, inference, GPUs and MLOps from the cloud. 15Top AI PlatformsThe leading AI assistants and platforms compared. 16AI Agent Management PlatformsGovern and operate fleets of AI agents. 17Enterprise AI Context PlatformsContext layers that ground enterprise AI. 18Serverless AI Agent PlatformsRun AI agents without managing servers. 19World Action Models and PlatformsPlatforms for robot and physical AI models.

Machine Learning Platforms

7 entries

Building, deploying and managing models.

20Machine Learning Frameworks & PlatformsDirectory of machine learning frameworks and platforms for 2026: scikit-learn, PyTorch, TensorFlow, JAX, XGBoost, LightGBM, CatBoost, Spark MLlib, tidymodels and cuML. 21Deep Learning Frameworks & PlatformsDirectory of deep learning frameworks and platforms for 2026: PyTorch, TensorFlow, JAX, Keras 3, Hugging Face Transformers, PaddlePaddle, PyTorch Lightning. 22Data Science PlatformsA curated guide to 10 leading data science platforms for 2026 — Dataiku, Alteryx, Domino AI, IBM SPSS Statistics, KNIME, Spotfire, Cloudera AI, Iguazio, dotData. 23MLOps PlatformsDiscover the best MLOps platforms including DataRobot, Azure ML, Google Vertex AI, Amazon SageMaker, MLflow, Kubeflow, Databricks and more. 24Open Source MLOps PlatformsA curated, verified list of the best open source MLOps platforms and tools — MLflow, Kubeflow, MLRun, ZenML, Flyte, Seldon, Kedro, Metaflow, Pachyderm, CML, Cortex. 25ModelOps PlatformsA curated guide to ModelOps platforms — ModelOp Center, Domino, SAS ModelOps, Datatron, ClearML, Superwise, Cloudera AI (Verta), H2O Driverless AI, and more. 26Data Labeling & Annotation PlatformsA hand-verified directory of 19 leading data labeling and annotation platforms: Appen, Amazon SageMaker Ground Truth, SuperAnnotate, Dataloop, Label Studio, CVAT.

Data & Analytics Platforms

16 entries

Analytics, governance, lakehouse, graph and streaming platforms.

27Analytics & Business Intelligence PlatformsCompare 20 leading Analytics and Business Intelligence platforms — Microsoft Power BI, Google Looker, Amazon QuickSight, Tableau CRM Analytics. 28Customer Data Platforms (CDPs)A curated, verified guide to the leading Customer Data Platforms (CDPs) in 2026 — enterprise suite CDPs, marketing engagement platforms. 29Data Governance PlatformsA curated directory of 25 leading Data Governance platforms and tools — Collibra, Alation, Atlan, Microsoft Purview, Databricks, Informatica. 30Data Lakehouse PlatformsCompare the top data lakehouse and data warehouse platforms including Snowflake, Databricks, Amazon Redshift, Google BigQuery, and more. Explore features. 31DataOps PlatformsA curated directory of 40 DataOps tools — pipeline automation, orchestration with Airflow, Dagster and Prefect, data quality and observability, and integration, plus HighByte, Lenses, StreamSets, Zaloni and more. 32Multimodel Data PlatformsA curated, verified directory of multimodel data platforms unifying relational, document, graph, vector, and analytical workloads for the AI era: EDB Postgres AI. 33Translytical Data PlatformsA curated, verified directory of 15 leading translytical data platforms that unify transactional and analytical processing in a single engine across cloud and. 34Graph Data PlatformsA curated directory of leading graph data platforms — property graph databases, graph analytics engines, managed cloud graph services. 35Graph Intelligence PlatformsA curated directory of 12 leading graph intelligence platforms for 2026 — graph databases, knowledge graphs, GraphRAG, decision intelligence. 36Streaming Data Analytics PlatformsA curated directory of leading streaming data analytics platforms for 2026 — covering real-time event stream processing, Apache Kafka and Flink ecosystems. 37Speech Analytics PlatformsA curated directory of 29 Speech Analytics Platforms — covering AI-powered conversation intelligence, call center analytics, voice of the customer. 38Data Fabric Solutions & Software15 data fabric platforms covering data integration, virtualization, governance and unified multi-cloud data management. 39Master Data Management (MDM) Platforms19 MDM platforms covering multi-domain mastering, AI-driven data mastering, governance and industry-specific solutions. 40Real-Time Data Analytics PlatformsAnalytics on streaming and live data. 41Serverless Data PlatformsData platforms that scale without servers. 42CDC PlatformsChange data capture for real-time replication.

Cloud, Container & Infrastructure Platforms

15 entries

Multicloud, Kubernetes, serverless and infrastructure platforms.

43Multicloud Management PlatformsA curated directory of multicloud management platforms for 2026 — covering hybrid cloud operations, governance, cost optimization, and orchestration from CloudBolt. 44Multicloud Container PlatformsA curated directory of multicloud container platforms for 2026 — covering enterprise Kubernetes management, cloud-native operations. 45Container Orchestration & Managed Kubernetes PlatformsA curated guide to 21 container orchestration platforms and managed container services — Kubernetes, OpenShift, Nomad, Docker Swarm, GKE, Amazon EKS and ECS, Azure AKS, and more. 46Edge Kubernetes PlatformsA curated guide to leading edge Kubernetes platforms — Red Hat, SUSE, Spectro Cloud, Wind River, Mirantis, Kubermatic, Rafay, Canonical, Nutanix, and Giant Swarm. 47Serverless PlatformsA curated directory of 16 leading serverless platforms — AWS Lambda, Azure Functions, Cloud Run functions, Cloudflare Workers, Vercel, Netlify, and more. 48Serverless Platforms at the EdgeA curated list of platforms for serverless applications at the edge — Akamai EdgeWorkers, Cloudflare Workers, AWS Greengrass, Azure IoT Edge. 49Container Management SoftwareThe 16 vendors in the Gartner Magic Quadrant for Container Management (September 2026), with their Leader, Challenger or Niche Player placement. 50Enterprise Kubernetes SolutionsSix enterprise Kubernetes platforms — VMware Tanzu, Google Kubernetes Engine, Red Hat OpenShift, Rancher, Platform9 and Nutanix Kubernetes Platform. 51GPU Cloud Providers22 cloud GPU providers, from the hyperscalers to specialist GPU clouds such as CoreWeave, Lambda, Runpod, Nebius and Vast.ai. 52Bare Metal as a Service (BMaaS) ProvidersSeven bare metal cloud providers, including Equinix Metal, IBM Cloud, Oracle and Canonical MaaS, for dedicated infrastructure on demand. 53Hyperconverged Infrastructure (HCI) Software15 HCI platforms, including Nutanix, VMware, Azure Stack HCI, Dell VxRail, HPE and Red Hat. 54Cloud Management Platforms & ToolsDirectory of cloud management platforms and open-source tools for 2026: provider services, enterprise CMP suites, cost and capacity tools, OpenStack, CloudStack and more. 55Server Virtualization PlatformsHypervisors and virtual infrastructure. 56Edge Computing PlatformsRun workloads close to devices. 57Edge Device Cloud PlatformsCloud services for edge device fleets.

Developer & Delivery Platforms

12 entries

Engineering, DevOps and operations platforms.

58Internal Developer Platforms (IDP)A curated directory of 18 leading Internal Developer Platforms and tools — Humanitec, Qovery, Backstage, Crossplane, Argo CD, OpsLevel, Upbound and more. 59Internal Developer Portals (IDPs)Self-service portals centralizing tooling, documentation, and services to improve developer productivity and platform adoption within organizations. 60Infrastructure Automation PlatformsA curated, verified directory of 21 leading infrastructure automation platforms for provisioning, configuration management. 61Value Stream Management & Delivery PlatformsA curated directory of 29 Value Stream Management and Value Stream Delivery Platforms — end-to-end visibility, flow metrics, DevSecOps lifecycle and software delivery optimization. 62Service Orchestration & Automation Platforms (SOAPs)A curated directory of 18 Service Orchestration and Automation Platforms (SOAPs) — covering workload automation, job scheduling, IT process orchestration. 63Business Orchestration & Automation Technology (BOAT) PlatformsA curated directory of 20 leading Business Orchestration and Automation Technology (BOAT) platforms — the Gartner-defined category unifying RPA, BPA, iPaaS. 64Enterprise Service Management (ESM) PlatformsA verified directory of 15 leading Enterprise Service Management (ESM) and ITSM platforms for 2026 — Jira Service Management, ServiceNow, BMC Helix, Ivanti. 65Continuous Delivery & Release Automation (CDRA)13 CDRA platforms, including GitLab, Harness, CloudBees, Digital.ai, Octopus Deploy and Azure Pipelines. 66Web Development Platforms and ToolsHosting, back-end and deployment platforms for web apps. 67Mobile App Development PlatformsBuild, test and ship mobile apps. 68E-Commerce Application Development PlatformsPlatforms for building online stores. 69M-Commerce Application Development PlatformsPlatforms for mobile commerce apps.

Integration & Business Platforms

13 entries

APIs, integration, low-code, content and process platforms.

70API Lifecycle Management PlatformsA curated, link-verified directory of 20 leading API lifecycle management platforms — Apigee, MuleSoft, Kong, Azure, AWS, WSO2, Tyk, Gravitee and more. 71B2B Integration PlatformsA curated directory of B2B integration and EDI platforms — connecting trading partners, automating document exchange, and modernizing legacy EDI with API-led. 72Integration Platform as a Service (iPaaS) VendorsA curated directory of 18 hand-checked IPaaS (Integration Platform as a Service) vendors — Boomi, MuleSoft, Workato, Zapier, SAP, Azure, Oracle and more. 73Low-Code Application Development PlatformsA hand-verified directory of 26 low-code and no-code application development platforms, from AgilePoint and Appian to Retool, FlutterFlow, and Unqork. 74No-Code Application Development PlatformsA curated, verified directory of leading no-code application development platforms — Webflow, Bubble, Airtable, Retool, Zapier, Voiceflow, and more. 75Content Services PlatformsAn editorial directory of 21 leading Content Services Platform (CSP) vendors — AODocs, Box, DocuWare, d.velop, Fabasoft, Google Workspace, Hyland, IBM, iManage. 76Digital Commerce PlatformsCurated, verified guide to 19 leading digital commerce platforms — Adobe Commerce, BigCommerce, commercetools, Salesforce, SAP, Shopify Plus, VTEX and more. 77Digital Experience Platforms (DXP)A curated directory of 19 leading Digital Experience Platforms (DXP) — Adobe Experience Manager, Sitecore, Liferay, Optimizely, Acquia, Bloomreach, Jahia, Magnolia. 78Business Process Management (BPM) SoftwareBPM platforms for process modeling, automation, case management and workflow orchestration. 79Business Process Automation (BPA) SoftwareNine BPA platforms, including ProcessMaker, Camunda, Zapier, Nintex and Kissflow, for automating recurring business work. 80Digital Process Automation (DPA) Software20 DPA platforms, including Pega, Appian, Bizagi, Kissflow and AgilePoint. 81Process Mining SoftwareProcess and task mining platforms, including Celonis, UiPath Process Mining, IBM Process Mining and ARIS. 82Managed File Transfer PlatformsSecure, audited file exchange.

Security Platforms

17 entries

Detection, response, access and AI security.

83Cybersecurity PlatformsA curated tour of 10 leading cybersecurity platforms — Palo Alto Networks, CrowdStrike, Wiz, Fortinet, Zscaler, Cisco, SentinelOne, Sophos, Cloudflare, Check Point. 84Cyberthreat Intelligence PlatformsA curated directory of 17 leading cyberthreat intelligence platforms — covering dark web monitoring, attack surface management, digital risk protection. 85Cloud Workload Protection Platforms (CWPPs)A curated directory of 33 hand-verified Cloud Workload Protection Platforms (CWPPs), from Aqua Security and CrowdStrike to Prisma Cloud and Zscaler. 86Endpoint Protection PlatformsA curated directory of 19 leading endpoint protection platforms (EPP/EDR/XDR) — CrowdStrike, Microsoft Defender, SentinelOne, Sophos, Palo Alto Cortex, and more. 87SASE PlatformsCompare the top 12 SASE (Secure Access Service Edge) platforms of 2025 — including Cato Networks, Netskope, Zscaler, Palo Alto Prisma, Cloudflare. 88Security Analytics Platforms & ToolsSecurity analytics platforms and tools for 2026: Devo, Elastic Security, Exabeam, Gurucul, SIEM and threat detection, applying analytics and machine learning to security data. 89Breach & Attack Simulation (BAS) PlatformsExplore the top 13 Breach and Attack Simulation (BAS) software platforms including AttackIQ, Cymulate, Picus Security, SafeBreach, Pentera, XM Cyber, FortiTester. 90SIEM Software18 SIEM platforms, including Microsoft Sentinel, Splunk, Google SecOps and Elastic, for modern SOC teams. 91SOAR Software27 security orchestration, automation and response platforms, including Splunk, Cortex XSOAR, IBM Security and ServiceNow. 92XDR Software14 extended detection and response platforms, including Microsoft XDR, Cortex XDR and SentinelOne Singularity. 93Zero Trust Security Solutions14 zero trust platforms, including Twingate, Check Point, Cisco, Fortinet, Google BeyondCorp and Microsoft. 94Secure Web Gateways (SWG)Ten SWG platforms, including Zscaler, Cisco Umbrella, Forcepoint, Netskope and Barracuda. 95Cloud Access Security Broker (CASB) Software12 CASB solutions, including Netskope, Microsoft Defender for Cloud Apps, Palo Alto and Cisco Cloudlock. 96Identity as a Service (IDaaS) ProvidersCloud SSO, MFA, workforce and customer identity and access management platforms. 97CNAPP PlatformsCloud-native application protection. 98Enterprise Cybersecurity PlatformsConsolidated enterprise security suites. 99GRC PlatformsGovernance, risk and compliance.

IoT & Emerging Technology Platforms

10 entries

IoT, blockchain, quantum and digital twin platforms.

100IoT PlatformsCurated directory of 19 leading IoT platforms — AWS IoT, Azure IoT, Bosch IoT Suite, PTC ThingWorx, Oracle, ThingsBoard, Particle, Kaa, and more — for connecting. 101Industrial IoT PlatformsA curated, verified directory of leading Industrial IoT (IIoT) platforms for 2026 — covering asset connectivity, edge intelligence, predictive maintenance. 102Blockchain & NFT PlatformsA curated directory of 18 blockchain platforms for enterprise and innovation — Ethereum, Hyperledger, Corda, Stellar, Tezos, Flow, Cardano, and NFT-ready chains. 103Asset Tokenization PlatformsDiscover the top 8 asset tokenization platforms including tZERO, Securitize, Polymath, Tokeny, Tokensoft, and more. 104Quantum Computing PlatformsA curated, verified guide to Quantum Computing software platforms and startups — full-stack quantum-AI platforms, quantum-safe security. 105Digital Twins Software & Platforms15 digital twin platforms, including Azure Digital Twins, GE Digital, Siemens, PTC and Ansys, for IoT and industrial use. 106Managed IoT Connectivity Providers18 managed IoT connectivity providers, including AT&T, Verizon, Vodafone, KORE, Soracom and 1NCE. 107IoT Data Analytics PlatformsAnalytics for sensor and device data. 108IoT Device Management PlatformsProvision, update and monitor devices. 109Robotics PlatformsSoftware platforms for building and running robots.

Platform References & Communities

4 entries

Standards, communities and landscapes for choosing platforms.

110Platform Engineering CommunityCommunity, events and guides for platform teams. 111CNCF Platforms White PaperWhat a cloud-native platform is and how to build one. 112BackstageOpen-source framework for developer portals. 113CNCF Cloud Native LandscapeMap of cloud-native platforms and projects.

5 entries

Neighbouring directories.

114Software ToolsCurated directory of Software Tools. 115Software CategoriesCurated directory of Software Categories. 116Management SoftwareCurated directory of Management Software. 117Cloud ComputingCloud computing hub. 118IT ToolsDeveloper, testing and operations tools.

Frequently Asked Questions

What is a software platform?

A platform is a foundation that provides shared capabilities, such as runtime, data services or APIs, on which applications or teams build; this index groups platform categories by purpose.

How are the platform categories grouped?

Into AI, machine learning, data and analytics, cloud and infrastructure, developer and delivery, integration and business, security, and IoT and emerging technologies.

How do platforms differ from tools?

Platforms bundle many capabilities and are built on; tools do one job. See Software Tools for single-purpose tool categories.

Where do I find the AI platforms?

The AI and Agentic AI Platforms section lists enterprise AI, agent, chatbot, gateway and inference platform directories.

What is the difference between a platform and a PaaS?

A PaaS is a hosted environment for running applications. A platform in this directory is broader: any integrated software foundation, such as an AI, data, security or internal developer platform, that other systems and teams build on.

Software Platforms Directory