compare

Token Observe, or one of these.

If you are still working out which kind of product you need, these are the six categories buyers actually shortlist against, weighed one page at a time: LLM gateways, LLM observability, AI security platforms, cloud-native controls, building it yourself, doing nothing. Every page opens with where the alternative wins rather than closing with it, because a comparison that concedes first is a comparison and one that wins first is an advertisement. Two of the six recommend the alternative for a large share of readers, and say so before they say anything else.
Categories weighed
6
Named products, on their vendors' claims
27
Independently witnessed bake-offs run
0
Pages that recommend the alternative
2
the shortlist

What a buyer is actually choosing between

read this first

These are vendor claims, not test results

Everything said on these pages about a named product is that vendor's own published claim. None of it has been independently tested, there is no witnessed bake-off against any product named here, and the list is a comparison with the most relevant category leaders rather than a claim that the market contains only these vendors. Read the Token Observe column as a claim you can test — the licence grants a 30-day evaluation so your security team can read, run and attack the software before a purchase order is raised — and test the other column against the vendor rather than against this page.

Token Observe vs LLM gateways

LLM gateways and AI proxies

Token Observe is a gateway in delivery. The gateway is how it arrives, not what it is for.

  • Kong AI Gateway
  • Envoy AI Gateway
  • Portkey
  • LiteLLM
  • Cloudflare AI Gateway
  • MuleSoft AI Gateway

If it is down, governed agents cannot call models

Read it

Token Observe vs LLM observability

LLM observability, tracing and evaluation

One refuses the call inline. The other scores it afterwards. Most estates need both, and they are not substitutes.

  • LangSmith
  • Langfuse
  • Arize
  • Datadog LLM Observability
  • OpenTelemetry

No prompt playground, no experiments, no eval harness

Read it

Token Observe vs AI security platforms

AI security platforms and AI firewalls

Token Observe is not a complete AI security suite, and the product’s own strategy document forbids selling it as one.

  • Palo Alto Prisma AIRS
  • Cisco AI Defense
  • Zenity
  • Noma
  • WitnessAI
  • Lakera

Injection scoring is fixed patterns, not a model

Read it

Token Observe vs cloud-native controls

Cloud-provider native agent controls

If every agent, model and tool lives in one cloud, use that cloud’s controls. The argument here is for the estate that does not.

  • Amazon Bedrock AgentCore (Cedar authorisation)
  • Microsoft Entra Agent ID
  • Microsoft Agent 365
  • Google agent IAM

Only OPA Rego ships, and scope and trigger matching only

Read it

Token Observe vs building it yourself

A proxy your platform team writes

For a small estate, a few hundred lines of proxy is usually the right answer. The cost arrives later, and it arrives in specific places.

  • LiteLLM
  • Envoy
  • NGINX
  • Open Policy Agent
  • OpenTelemetry Collector
  • PostgreSQL

A small estate rarely needs any of this

Read it

Token Observe vs doing nothing

Doing nothing

With three agents, no regulated data and no incident, doing nothing is often the correct decision. This page is about what changes it.

No vendor named — the alternative is your own status quo

Agents that never route through it stay invisible

Read it
how these are written

Each page opens by conceding, and here is what it concedes.

Not a closing paragraph of grace notes. The heading below is the first thing under the hero on each of these pages, before a single advantage is claimed.

LLM gateways
On operating the request path, the gateways are ahead, and not narrowly
LLM observability
For the loop a developer actually works in, the tracing tools are the right tool
AI security platforms
On detection, coverage and the parts of the estate that never touch a gateway
cloud-native controls
Inside one cloud, the native control is closer, cheaper and better attested
building it yourself
You own the code, you own the failure surface, and for a small estate that is the whole argument
doing nothing
Premature governance has a real cost, and the vendor is not GA either

If one of those concessions describes your estate, the useful conversation is about which of these to buy rather than about this one, and you will get that answer straight.

Say which one fits
one level down

Or compare against 22 named products

If you have already shortlisted, the category argument is the wrong page. These go head to head with the actual product, with every claim about it paraphrased from that vendor's own published material on a stated date.

LLM gateways

LiteLLMPortkeyKong AI GatewayCloudflare AI GatewayEnvoy AI GatewayMuleSoft AI Gateway

LLM observability

LangSmithLangfuseArizeDatadog LLM ObservabilityBraintrust

AI security platforms

KeycardPalo Alto Prisma AIRSCisco AI DefenseZenityNoma SecurityLakeraWitnessAI

cloud-native controls

Amazon Bedrock AgentCoreMicrosoft Entra Agent IDMicrosoft Agent 365ServiceNow AI Control Tower

Every one of those states where the other product genuinely wins before it states anything else, and ends on when you would run both — which for most of them is the honest answer.

See all the named comparisons
get in touch

Tell us which of these you are actually weighing.

Describe what your agents do, which providers they call and which of the six you are shortlisting against. Token Observe is self-hosted and the evaluation licence lets your security team attack it before a purchase order exists, so the fastest route to a decision is usually a straight answer about whether it fits — including when it does not.

Email JamesSee the whole platform

no form · no qualification step · no sales desk · the other three ways in