Compare
How Kosmoy compares
Every comparison we publish, in one place: category buyer's guides, Kosmoy head-to-heads, alternatives shortlists and vendor cross-comparisons. All of them follow the same rules — every competitor claim is cited to that vendor's own documentation, every score has a written rubric behind it, and each guide names the buyers Kosmoy is not the right choice for. Every guide scores the same ten capability axes — the AI capability map explains them.
Buyer's guides by category
“Best X in 2026” guides — one per category, each with a scored capability radar, a rubric that explains every score, and honest verdicts on where Kosmoy is not the right pick.
Best AI Agent Governance Platforms in 2026: 10 Compared
Most of the market can find your agents and watch them.
Best AI Agents Management Platforms in 2026: Ops & Registry Compared
Managing AI agents is four jobs, not one: build them, deploy them, operate them and account for every one of them in a single registry.
Best AI Compliance Platforms in 2026: Multi-Framework Guide
Most buyers arrive asking about one regulation and leave needing four: ISO/IEC 42001, NIST AI RMF, a SOC 2 that now has to cover AI, and whatever their home regulator adds on top.
Best AI Control Layers in 2026: Runtime Enforcement Compared
The AI control layer is the runtime enforcement plane between applications and models: gateway, guardrails, containment and policy in the request path — not the full lifecycle.
Best AI Eval Tools & LLM Evaluation Platforms in 2026: 7 Compared
AI eval tools turn datasets, rubrics, evaluators and production samples into repeatable evidence for LLM, RAG and agent quality.
Best AI FinOps Tools & Platforms in 2026: 8 Compared
AI FinOps tools solve bounded jobs such as allocation, forecasting or anomaly detection; AI FinOps platforms connect those jobs to accountability and enforcement.
Best AI Gateways in 2026: 11 Platforms Compared
The AI gateway became a recognized category in 2026 — Gartner published its first Market Guide in February.
Best AI Governance Platforms in 2026: 14 Enterprise Vendors Compared
Gartner published its first Magic Quadrant for AI Governance Platforms on June 16, 2026, and the category finally has a map.
Best AI Management Platforms in 2026: 8 Compared
An AI management platform is the control plane for the whole AI estate: inventory, gateway, observability, governance and containment in one system.
Best AI Middleware in 2026: 6 Enterprise Platforms Compared
AI middleware is becoming an enterprise architecture category, but the shortlist mixes very different products: iPaaS platforms, API/agent fabrics, AI gateways, Kubernetes AI infrastructure and AI control planes.
Best AI Observability Tools & Platforms in 2026: 11 Compared
Eleven AI observability tools and platforms compared for tracing, evaluating and debugging LLM and agent behavior — scored on trace depth, OpenTelemetry fit and evaluation rigor.
Best AI Red Teaming Tools in 2026: 6 Compared
AI red teaming attacks your own LLM apps and agents to find what they can be made to do.
Best AI Security Platforms in 2026: 6 Compared
AI security in 2026 spans shadow-AI discovery, runtime threat detection, red teaming and agent containment.
Best EU AI Act Compliance Software in 2026: 9 Tools Compared
Regulation (EU) 2026/1744 is now in force: high-risk obligations land December 2027 and August 2028, while Article 50 transparency duties took effect on August 2, 2026 — live obligations, not upcoming ones.
Kosmoy head-to-heads
Kosmoy against one competitor at a time — where they win, where we win, and when running both makes sense.
Kosmoy vs Arize: AI Evaluation and Governance Compared (2026)
Arize is one of the strongest AI evaluation and observability platforms on the market.
Kosmoy vs AWS Bedrock AgentCore: AI Agent Operations and Governance Compared (2026)
AgentCore gives AWS-committed teams a managed agent substrate with genuine per-session sandboxing — one of the strongest isolation stories on the market.
Kosmoy vs Boomi for AI Middleware: Integration vs AI Control (2026)
Boomi connects applications and data and is extending that fabric to agents; Kosmoy governs the AI systems, model/tool traffic and autonomous runtime around those connections.
Kosmoy vs Braintrust: LLM Evaluation and Governance Compared (2026)
Braintrust is one of the strongest LLM evaluation tools for AI product engineers.
Kosmoy vs Credo AI: Two Approaches to AI Governance (2026)
Credo AI is the program of record for AI governance: policy translation, assessments and audit-ready evidence.
Kosmoy vs Databricks Unity AI Gateway: AI Governance and Control Compared (2026)
Databricks' Unity AI Gateway (GA August 2026, formerly Mosaic AI Gateway) brings budgets, guardrails and MCP governance to everything routed through a Databricks workspace.
Kosmoy vs Giskard: AI Testing, Red Teaming and Governance (2026)
Giskard is the leading European open-source AI testing and red-teaming tool.
Kosmoy vs Holistic AI: AI Governance Platforms Compared (2026)
Holistic AI audits, tests and governs an AI portfolio — and since 2026 its Guardian Agents reach into runtime.
Kosmoy vs IBM watsonx.governance: Regulated AI Compared (2026)
IBM watsonx.governance is the heavyweight of AI governance: a Gartner MQ Leader with OpenPages model-risk heritage, automated AI Factsheets and the deepest evaluation stack in the category.
Kosmoy vs Kong AI Gateway: A Capability Comparison (2026)
Kong AI Gateway extends the most widely deployed open-source API gateway into AI traffic — and as gateway infrastructure, it is more mature than Kosmoy's.
Kosmoy vs LangSmith: Agent Evaluation and Governance Compared (2026)
LangSmith is the agent engineering platform from the LangChain team — observe, evaluate, ship.
Kosmoy vs LiteLLM: Proxy vs AI Management Platform (2026)
LiteLLM is the de-facto standard open-source LLM proxy: ~53.6k GitHub stars, 100+ providers, free to run.
Kosmoy vs Microsoft Agent 365: Cross-Platform AI Agent Management Compared (2026)
Microsoft Agent 365 is the deepest way to govern agents inside the Microsoft estate — identity in the directory, discovery on the endpoint, Purview on the data.
Kosmoy vs ModelOp: AI Governance, Cost and Agent Control Compared (2026)
ModelOp Center is a governance system of record with model-risk-management roots: one auditable inventory, automated lifecycle controls and regulator-grade reporting across hundreds of heterogeneous models, vendor AI included.
Kosmoy vs MuleSoft for AI Middleware and Agent Governance (2026)
MuleSoft is turning the enterprise API estate into an agent fabric; Kosmoy is turning the AI estate into a governed control plane.
Kosmoy vs OneTrust AI Governance: Compared for 2026
OneTrust AI Governance extends the biggest privacy/GRC suite in the market into AI: inventory, assessments, EU AI Act automation, agent detection.
Kosmoy vs Portkey: AI Gateway and Governance Compared (2026)
Portkey — now part of Palo Alto Networks — is one of the strongest AI gateways on the market.
Kosmoy vs ServiceNow AI Control Tower: Enterprise AI Governance Compared (2026)
ServiceNow AI Control Tower brings AI governance to the platform your ITSM, GRC and CMDB already run on — with roughly 30 discovery integrations and runtime traces from the Traceloop acquisition.
Kosmoy vs TrueFoundry: Self-Hosted AI Platforms Compared (2026)
TrueFoundry and Kosmoy are the two shortlist entries that look most alike: both run in your own Kubernetes, both do air-gapped, both sell to regulated industries.
Kosmoy vs Workato for AI Middleware: Which Layer Do You Need? (2026)
Workato and Kosmoy can both sit between AI and enterprise systems, but they start from opposite sides of the architecture: Workato from integration and automation, Kosmoy from AI control and governance.
Alternatives guides
Shortlists for teams evaluating a specific vendor — what each alternative does better, where it falls short, and a decision guide by situation.
Cloudflare AI Gateway Alternatives (2026): 6 Options
Cloudflare AI Gateway is the easiest way to put a gateway in front of AI providers: free, fast, zero-ops.
Credo AI Alternatives (2026): 7 AI Governance Platforms
Credo AI is one of the most decorated AI governance platforms of 2026 — a Forrester Wave Leader and a Gartner Magic Quadrant Visionary.
Databricks Unity AI Gateway Alternatives (2026): 7 Enterprise Options
Unity AI Gateway (GA August 2026) is a strong governance layer — for AI that routes through a Databricks workspace.
Holistic AI Alternatives (2026): 6 Governance Platforms
Holistic AI earned its place through audit work — NYC bias audits, published jailbreak testing — and a 2026 push into runtime enforcement.
IBM watsonx.governance Alternatives (2026): 7 Compared
IBM watsonx.governance earned its Leader position in Gartner's first AI-governance Magic Quadrant: AI Factsheets, a mature evaluation stack and OpenPages model-risk lineage.
Kong AI Gateway Alternatives (2026): 7 Options Compared
Kong extends a decade-old API gateway to LLM, MCP and A2A traffic — a natural fit if you already run Kong, heavier if you don't.
Langfuse Alternatives (2026): 6 LLM Observability Options
Langfuse is the most adopted open-source LLM observability platform, and since January 2026 it belongs to ClickHouse.
LangSmith Alternatives (2026): 7 Observability & Eval Tools
LangSmith is the reference platform for LLM tracing and evals, and in 2026 it grew into a full agent-engineering suite.
LiteLLM Alternatives (2026): 7 Gateways Compared
LiteLLM is the de-facto standard open-source LLM gateway — 53.6k GitHub stars and weekly releases.
OneTrust AI Governance Alternatives (2026): 6 Compared
OneTrust AI Governance is the natural first stop for the thousands of enterprises that already run OneTrust for privacy.
Portkey Alternatives (2026): 7 AI Gateways Compared
Portkey is one of the best AI gateways ever shipped — and since May 2026 it belongs to Palo Alto Networks.
TrueFoundry Alternatives (2026): 6 Platforms Compared
TrueFoundry bundles an AI gateway with a full Kubernetes ML platform — a strength if you need both, overhead if you need one.
Vendor cross-comparisons
Two competitors compared head-to-head on their own merits, with a note on where Kosmoy fits when the real requirement is wider than either.
Arize vs Datadog LLM Observability (2026): LLM Observability Compared — and Where Kosmoy Fits
Arize and Datadog LLM Observability approach the same job from different worlds — one an AI-native eval specialist you can self-host, the other LLM monitoring inside a general observability giant.
Cisco AI Defense vs Prisma AIRS (2026): AI Security Compared — and Where Kosmoy Fits
Cisco AI Defense and Palo Alto Prisma AIRS are the two incumbent-vendor AI-security platforms most large enterprises shortlist.
Cisco AI Defense vs Zenity (2026): AI Security Compared — and Where Kosmoy Fits
Cisco AI Defense is the network-security giant's answer to AI risk; Zenity is the focused agent-security specialist.
Credo AI vs Holistic AI (2026): AI Governance Compared — and Where Kosmoy Fits
Credo AI and Holistic AI are two AI governance platforms buyers shortlist together — one a policy-and-program specialist, the other an audit-and-red-teaming house now moving into runtime.
Credo AI vs IBM watsonx.governance (2026): AI Governance Compared — and Where Kosmoy Fits
Credo AI is a focused AI-native governance startup; IBM watsonx.governance is a model-risk incumbent with SR 11-7 heritage and a Gartner Leader position.
Credo AI vs OneTrust AI Governance (2026): AI Governance Compared — and Where Kosmoy Fits
Credo AI is an AI-native governance specialist; OneTrust attaches AI governance to a 14,000-customer privacy and GRC suite.
Databricks Unity AI Gateway vs LiteLLM (2026): Managed Governance vs Open-Source Proxy
Unity AI Gateway is a managed governance layer inside the Databricks platform; LiteLLM is an MIT-licensed proxy you run anywhere, including air-gapped.
Databricks Unity AI Gateway vs Portkey (2026): AI Gateway and Governance Compared
Unity AI Gateway makes AI governance a property of the Databricks estate; Portkey is a platform-independent gateway with 1,600+ models and a deployment ladder down to air-gapped.
Datadog vs New Relic (2026): LLM Observability Compared — and Where Kosmoy Fits
Datadog and New Relic both fold LLM and agent monitoring into their APM platforms.
Holistic AI vs OneTrust AI Governance (2026): AI Governance Compared — and Where Kosmoy Fits
Holistic AI is an audit-and-red-teaming house that moved into runtime; OneTrust attaches AI governance to a 14,000-customer privacy suite.
Kong AI Gateway vs TrueFoundry (2026): AI Gateways Compared — and Where Kosmoy Fits
Kong AI Gateway and TrueFoundry are two enterprise, self-hostable AI gateways with different centers of gravity — a proven open-source API-gateway runtime, and a Kubernetes-native platform that also serves models.
Langfuse vs Arize (2026): LLM Observability Compared — and Where Kosmoy Fits
Langfuse and Arize are two of the most credible open-source-friendly LLM observability platforms — one an MIT-core tool you fully own, the other an eval-rigor specialist with runtime guards and an Elastic-licensed core.
Langfuse vs Helicone (2026): LLM Observability Compared — and Where Kosmoy Fits
Langfuse and Helicone are two open-source LLM observability platforms teams weigh side by side — one actively developed and ClickHouse-backed, the other in maintenance mode since a 2026 acquisition but shipping a real gateway.
LangSmith vs Arize (2026): LLM Observability Compared — and Where Kosmoy Fits
LangSmith and Arize are the two heavyweight LLM observability-and-evaluation platforms — one an agent-engineering suite, the other an eval-rigor specialist with an OSS on-ramp.
LangSmith vs Langfuse (2026): LLM Observability Compared — and Where Kosmoy Fits
LangSmith and Langfuse are the two LLM observability platforms most engineering teams shortlist first — one a proprietary agent-engineering suite, the other an open-source core.
LiteLLM vs Cloudflare AI Gateway (2026): AI Gateways Compared — and Where Kosmoy Fits
LiteLLM and Cloudflare AI Gateway sit at opposite ends of the same category — a self-hosted open-source proxy you own, and a free zero-ops edge proxy on a global network.
LiteLLM vs Kong AI Gateway (2026): AI Gateways Compared — and Where Kosmoy Fits
LiteLLM and Kong AI Gateway are two open-source-core gateways from opposite lineages — a purpose-built LLM proxy and the AI extension of a proven API-gateway platform.
Nexos.ai vs Portkey (2026): AI Gateways Compared — and Where Kosmoy Fits
nexos.ai is a European end-to-end platform pairing an AI gateway with a governed employee workspace; Portkey is a gateway and LLM-ops control plane with 1,600+ models and a deployment ladder down to air-gapped.
Nexos.ai vs TrueFoundry (2026): Enterprise AI Gateways Compared — and Where Kosmoy Fits
nexos.ai and TrueFoundry both put a governed gateway in front of enterprise AI, but one is an EU-hosted SaaS with an employee workspace and the other a Kubernetes-native platform you run yourself.
ngrok AI Gateway vs LiteLLM (2026): AI Gateways Compared — and Where Kosmoy Fits
ngrok AI Gateway is a managed, zero-ops endpoint on a global network; LiteLLM is an MIT-licensed proxy you run anywhere, including air-gapped.
Noma Security vs WitnessAI (2026): AI Security Compared — and Where Kosmoy Fits
Noma Security and WitnessAI both call themselves AI security, but they defend different things — the AI you build versus the AI your employees use.
OneTrust vs ServiceNow AI Control Tower (2026): AI Governance Compared — and Where Kosmoy Fits
OneTrust attaches AI governance to a 14,000-customer privacy and GRC suite; ServiceNow runs an AI command center on the ITSM/CMDB estate it already operates, with runtime traces and kill switches.
Portkey vs Kong AI Gateway (2026): AI Gateways Compared — and Where Kosmoy Fits
Portkey and Kong AI Gateway approach the gateway from different directions — a managed LLM-ops control plane and the AI extension of a proven API-gateway platform.
Portkey vs LiteLLM (2026): AI Gateways Compared — and Where Kosmoy Fits
Portkey and LiteLLM are the two AI gateways most teams shortlist first — one a managed control plane, the other an open-source proxy.
Portkey vs OpenRouter (2026): AI Gateway vs Model Router — and Where Kosmoy Fits
Portkey is a control plane you can self-host; OpenRouter is a hosted marketplace that routes to 400+ models.
Portkey vs TrueFoundry (2026): AI Gateways Compared — and Where Kosmoy Fits
Portkey and TrueFoundry both sell an enterprise AI gateway, but one is a managed control plane and the other a Kubernetes-native platform that also serves and fine-tunes models.
Securiti vs OneTrust (2026): AI Governance and Data Control Compared — and Where Kosmoy Fits
Securiti governs AI from the data up — DSPM heritage, shadow-AI discovery and inline LLM firewalls, now inside Veeam.
Vantage vs CloudZero (2026): AI FinOps Compared — and Where Kosmoy Fits
Vantage and CloudZero are the two AI FinOps platforms most teams compare for tracking LLM spend.
Zenity vs Noma Security (2026): AI Security Compared — and Where Kosmoy Fits
Zenity and Noma Security are the two agent-security pure-plays most enterprises weigh against each other.
See how Kosmoy works
Walk through the platform against your own comparison criteria.
Or email sales@kosmoy.com.