Honest Comparison · Updated April 2026

AgentShield vs Lakera, Rebuff, LLM Guard & NeMo

We built this page because every other comparison out there is written by a vendor trying to win. This one is written by us — and we still lose in some rows. Data here comes from each product's public docs, our own benchmark (see /benchmark), and reproducible tests. If something is wrong or out of date, email us and we'll fix it.

TL;DR. AgentShield wins on latency (p50 ≈ 2.4 ms), pricing (free tier + $29 entry), and deployment simplicity (one HTTPS call, no LLM dependency). Lakera Guard wins on enterprise features (RBAC, audit exports, EU private deployment). Rebuff and LLM Guard are strong open-source options if you want to self-host. NeMo Guardrails is a different beast entirely — a rules DSL, not a classifier — and is best used with something like AgentShield, not instead of it.

Feature matrix

  AgentShield Lakera Guard Rebuff LLM Guard NeMo Guardrails
Type Hosted API (classifier) Hosted API (classifier) Library + optional hosted Self-hosted library Self-hosted DSL framework
Free tier 100 req/day, no card trial 14 days OSS, self-host OSS, self-host OSS, self-host
Entry paid tier $29/mo · 5K/day Enterprise (talk to sales) Free (self-host) Free (self-host) Free (self-host)
p50 latency 2.44 ms ~30–50 ms* LLM-dependent (~400 ms+) 5–20 ms (self-host) LLM-dependent
Published benchmark 5,972 samples, F1 0.921 PINT (their own) partial (not a classifier)
Open-source model partial MIT wrappers, weights proprietary MIT MIT Apache-2.0
Self-hosted option enterprise only enterprise only
EU data residency Frankfurt, DE only Switzerland/EU self-host anywhere self-host anywhere self-host anywhere
LLM dependency none, own classifier none uses OpenAI optional LLM required
PII redaction roadmap Q2 2026 via plugins
Audit logs / export usage log only full audit + SOC2
SOC 2 / ISO 27001 (SOC 2 Type I targeted Q4 2026) SOC 2 Type II
SDKs Python (cURL works everywhere) Python, JS, Go Python, JS Python Python
LangChain / LlamaIndex via HTTP official official via HTTP official
Public status page /status n/a (self-host) n/a (self-host) n/a (self-host)

* Lakera latency is our own measurement against their public endpoint from Frankfurt, Apr 2026. Their official docs don't publish a p50. Your mileage will vary based on region.

When each one wins

AgentShield

Fastest hosted option

You ship a user-facing app, you need sub-5 ms classification on every turn, and $29/mo beats what you'd pay to self-host the same throughput on a GPU box.

Lakera Guard

Enterprise-grade

You need SOC 2 Type II signed, SSO, RBAC, detailed audit exports, and you have procurement time to navigate custom contracts.

Rebuff

OSS, OpenAI-ecosystem

You're already deep on OpenAI, you want an MIT-licensed library you can audit, and LLM-based classification latency is acceptable for your use case.

LLM Guard

OSS, self-hosted, broad

You want one library that does injection + PII + toxicity + secrets detection, and you're ok self-hosting on your own hardware.

NeMo Guardrails

Rules-first orchestration

You want to declaratively define conversational flows, forbidden topics, and routing logic in a DSL — on top of a classifier like AgentShield, not instead of it.

What we're honest about. AgentShield doesn't yet have SOC 2, native LangChain integration, PII redaction, or self-hosted packaging. Those are Q2–Q4 2026. If any of them is a hard requirement today, one of the others above is probably a better fit right now. We'd rather you pick the right tool than regret the wrong one.

Methodology & sources

Feature rows come from each product's public documentation as of April 2026. Pricing reflects list prices — no volume discounts or promo codes. Latency for AgentShield is p50 from our public 5,972-sample benchmark. Latency for competitors is either (a) what's published in their docs or (b) our own measurement against their public endpoints — marked with an asterisk where measured. If a cell says "partial", it means the capability exists but with constraints we felt were worth flagging.

Disagree with a row? Email [email protected] with a link to the contradicting source and we'll update within 48 hours.

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