--- title: "Compared with 22 named products" canonical_url: "https://tokenobserve.com/vs" published: 2026-09-02 last_updated: 2026-10-21 --- # Compared with 22 named products Head to head against the products a buyer in this category shortlists, across 4 categories. Each page states where the other product wins before it states anything else, lists the cases in which it is the right purchase, and ends on when you would run both, which for most of them is the right answer. Every claim about another vendor paraphrases that vendor's own published material on a stated date and has not been independently tested here. - Token Observe vs Keycard (https://tokenobserve.com/vs/keycard): Keycard decides whether an agent gets a credential for this tool call. Token Observe decides on the payload, then has a second tool check what a contracted action did. - Token Observe vs LiteLLM (https://tokenobserve.com/vs/litellm): Keep LiteLLM where it meets your gateway needs. Compare Token Observe when your IT team also needs provider billing evidence and scoped agent decisions. - Token Observe vs Portkey (Prisma AIRS AI Gateway) (https://tokenobserve.com/vs/portkey): Compare the AI bill you can explain and the routed requests you need to govern, alongside your existing Portkey gateway. - Token Observe vs Kong AI Gateway (https://tokenobserve.com/vs/kong-ai-gateway): Kong decides which caller may use which tool. Token Observe decides whether this one call, with these arguments, goes ahead, and checks afterwards that it happened. If you already run Kong, the first is nearly free and the second is the reason to read further. - Token Observe vs Cloudflare AI Gateway (https://tokenobserve.com/vs/cloudflare-ai-gateway): Cloudflare’s gateway decides what the payload contains. Token Observe decides whether the agent that sent it was allowed to. - Token Observe vs Agent Router (https://tokenobserve.com/vs/envoy-ai-gateway): Both hold the request. One charges the token budget once the response completes; the other reserves the money before the request leaves your network. - Token Observe vs MuleSoft Omni Gateway (https://tokenobserve.com/vs/mulesoft-ai-gateway): Both refuse the call inline, and both now say they govern agents. MuleSoft governs an agent as an instance in API Manager; Token Observe governs it as a record with a named owner, a budget and a human gate. - Token Observe vs LangSmith (https://tokenobserve.com/vs/langsmith): LangSmith’s callback handler watches the call from beside it, and their newer LLM Gateway now stands in it too. The differences that remain are narrower than they were. - Token Observe vs Langfuse (https://tokenobserve.com/vs/langfuse): Keep Langfuse for your tracing and evaluation workflow. Compare Token Observe for the billing evidence and routed controls your IT team needs. - Token Observe vs Arize (https://tokenobserve.com/vs/arize): Arize is instrumented into your application and reads what it did. Token Observe is a hop your agents call through and decides what they may do. - Token Observe vs Datadog LLM Observability (https://tokenobserve.com/vs/datadog-llm-observability): Datadog puts LLM spans beside the rest of your telemetry. Token Observe puts a verdict in front of the call. Datadog also sells a verdict, and the comparison turns on where it is made. - Token Observe vs Braintrust (https://tokenobserve.com/vs/braintrust): Braintrust is in the request path too. What it does there is deliver the call and record it; what it blocks is the release that would have made the call worse. - Token Observe vs Amazon Bedrock AgentCore (https://tokenobserve.com/vs/bedrock-agentcore): AgentCore enforces Cedar on tool calls at its own gateway boundary. Token Observe enforces one rule set on model and tool calls across six providers, from a process you run. The estate decides which you want. - Token Observe vs Microsoft Entra Agent ID (https://tokenobserve.com/vs/entra-agent-id): Entra decides which identity the agent holds and whether it may be issued a token. Token Observe decides the individual call that token does not cover. - Token Observe vs Microsoft Agent 365 (https://tokenobserve.com/vs/microsoft-agent-365): Agent 365 governs the agent as an identity in your tenant. Token Observe governs the payload that agent sends to a model provider. - Token Observe vs ServiceNow AI Control Tower (https://tokenobserve.com/vs/servicenow-ai-control-tower): AI Control Tower governs your AI estate and who may use each part of it. Token Observe reads what one call carries and rules on it before governed provider egress. - Token Observe vs Palo Alto Prisma AIRS (https://tokenobserve.com/vs/prisma-airs): Prisma AIRS scans the content and caps what a workspace may spend and call. Token Observe decides whether one named agent may make this exact call, and who approved it. - Token Observe vs Cisco AI Defense (https://tokenobserve.com/vs/cisco-ai-defense): AI Defense attaches a policy to an application’s connection and inspects what crosses it, tool calls included. Token Observe attaches permissions to an agent and decides what it may do. - Token Observe vs Zenity (https://tokenobserve.com/vs/zenity): Zenity gets into the path the agents are already on. Token Observe is the path the agents are pointed at. - Token Observe vs Noma Security (https://tokenobserve.com/vs/noma-security): Noma sets which agents, tools and data are approved and enforces that at the control points you already run. Token Observe sits in the request path and decides on the call itself: its arguments, its price and the approval for that exact payload. - Token Observe vs Lakera (https://tokenobserve.com/vs/lakera): Lakera tells your application the content is an attack. Token Observe is the thing that refuses to send it. - Token Observe vs WitnessAI (https://tokenobserve.com/vs/witnessai): WitnessAI stands in front of the interaction and classifies the intent. Token Observe stands in front of the API call and decides the action, its cost and its evidence.