PresidioLighthouse Advisory

Enterprise AI Platforms & Agent Infrastructure

Tracking the platforms, runtimes, frameworks, control planes, gateways, orchestration tools, and infrastructure enterprises use to build, run, connect, govern, observe, and manage AI applications and agents.

Initial research set · Sources checked 2026-10-06

A wide view of the enterprise AI stack. Start with the role a product plays, then inspect its evidence. Vendors can span several categories; appearing in the same map does not make every product a direct competitor.

21companies profiled
22products
3verified dated events
10capability categories

Companies & products

Application builders, code frameworks, automation platforms, and operational infrastructure in one directory. Select a company for profiles, adoption context, and sources.

21 companies shown

Company profiles and primary evidence
Company / productsEnterprise roleCapabilitiesEvidence
Amazon Bedrock AgentCoreAgent infrastructure for execution, tool access, identity, and operational visibility.Agent runtime & harness · Agent integration & tooling · Observability & evaluationPrimary source for Amazon Web ServicesChecked 2026-10-06
ArizeAgent traces, evaluation, and feedback for improving behavior.Observability & evaluationPrimary source for Arize AIChecked 2026-10-06
Cloudflare AI GatewayAnalytics and logging with caching, rate limits, retries, and model fallback.AI & agent gateways · Observability & evaluationPrimary source for CloudflareChecked 2026-10-06
CrewAIAgent development and an enterprise build/runtime offering with central governance.Agent frameworks & engineering · AI application & agent platforms · Agent runtime & harnessPrimary source for CrewAIChecked 2026-10-06
DifyVisual AI application and workflow building with retrieval and model/tool connections.AI application & agent platforms · AI workflow & automationPrimary source for DifyChecked 2026-10-06
DustShared agents connected to company knowledge and tools, with permissions and activity/usage oversight.AI application & agent platforms · Enterprise AI workspaces · AI governance & FinOpsPrimary source for DustChecked 2026-10-06
Gemini Enterprise Agent PlatformAgent building and deployment with management and evaluation services.Agent runtime & harness · AI & agent control planes · Observability & evaluationPrimary source for Google / AlphabetChecked 2026-10-06
IBM watsonx OrchestrateBuild, orchestrate, manage, and govern agents across enterprise environments.AI & agent control planes · AI workflow & automation · AI governance & FinOpsPrimary source for IBMChecked 2026-10-06
Kong AI GatewayConnectivity and policy enforcement across model, MCP, and A2A traffic.AI & agent gateways · Agent integration & tooling · AI governance & FinOpsPrimary source for KongChecked 2026-10-06
LangGraph; LangSmithCode-first orchestration and runtime for long-running, stateful agents. Framework-independent agent tracing, evaluation, and debugging.Agent frameworks & engineering · Agent runtime & harness · Observability & evaluationPrimary source for LangChainChecked 2026-10-06
LangflowLow-code composition of AI agents, retrieval applications, and MCP servers.AI application & agent platforms · Agent integration & toolingPrimary source for LangflowChecked 2026-10-06
LlamaIndex / LlamaCloudDocument processing, extraction, retrieval, and document-agent workflows.Agent frameworks & engineering · AI workflow & automationPrimary source for LlamaIndexChecked 2026-10-06
Microsoft Agent 365Central agent registry, lifecycle, access, and compliance oversight.AI & agent control planes · AI governance & FinOps · Observability & evaluationPrimary source for MicrosoftChecked 2026-10-06
n8nWorkflow automation combining AI features with deterministic business processes.AI workflow & automation · Agent integration & toolingPrimary source for n8nChecked 2026-10-06
Open WebUISelf-hosted, multi-user AI interaction and access layer.Enterprise AI workspacesPrimary source for Open WebUIChecked 2026-10-06
Pipedream ConnectManaged per-user authentication and tool/API connectivity for agents and applications.Agent integration & toolingPrimary source for PipedreamChecked 2026-10-06
Prisma AIRS AI Gateway / PortkeyAI gateway with observability, guardrails, governance, and prompt management.AI & agent gateways · Observability & evaluation · AI governance & FinOpsPrimary source for PortkeyChecked 2026-10-06
Relevance AIBuild teams of specialized agents for business workflows.AI application & agent platforms · AI workflow & automationPrimary source for Relevance AIChecked 2026-10-06
Retool AgentsBuild and run agents connected to production data inside an enterprise app platform.AI application & agent platforms · Agent runtime & harnessPrimary source for RetoolChecked 2026-10-06
UiPathEnterprise process automation and agent orchestration.AI workflow & automationPrimary source for UiPathChecked 2026-10-06
WorkatoIntegration, agent orchestration, and enterprise AI control/execution layers.AI workflow & automation · Agent integration & tooling · AI & agent control planesPrimary source for WorkatoChecked 2026-10-06