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zn vs the alternatives

No anonymous checkmarks. Named rivals, real trade-offs — including where they win.

How to choose

Latency budget

Anything synchronous on every request should stay in the classifier band. zn rules run sub-millisecond locally; the v30 neural path answers in ~200ms.

Data residency

If prompts cannot leave your VPC, hosted-only APIs are out. zn-gate runs 100% offline; the cloud is an upgrade, not a requirement.

Indirect injection

If agents retrieve untrusted content, you need tool-result screening — not just user-input classification. zn inspects tool calls and results.

Verifiability

Ask for frozen benchmarks and published gates, not adjectives. Ours: 23,699 public vectors, v29 gates, reproducible splits.

Head-to-head