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Teleport Beams vs Lakera: AI Security Approaches Compared

Teleport Beams and Lakera both address AI security but at different layers. Teleport Beams provides cryptographically verified runtime environments for AI agents accessing production infrastructure, while Lakera protects against prompt injection and content threats at the model interaction layer. Together they represent complementary defense-in-depth strategies for securing AI deployments.

Analyzed by Raşit Akyol on April 2, 2026

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What Sets Them Apart

AI security is a rapidly evolving discipline that requires protection at multiple layers. Teleport Beams and Lakera address fundamentally different attack surfaces: Beams secures what AI agents can do in production infrastructure, while Lakera secures what inputs AI models receive and outputs they produce. Understanding this distinction is crucial for building comprehensive AI security strategies.

Teleport Beams and Lakera at a Glance

Teleport Beams focuses on the infrastructure access layer. When AI agents need to interact with servers, Kubernetes clusters, databases, or internal APIs, Beams provides cryptographically verified sessions with short-lived certificates, granular policy enforcement, and immutable audit trails. Every agent action is authenticated and authorized against declarative policies that restrict which commands can be executed, which resources can be reached, and what data can be modified.

Lakera operates at the model interaction layer, protecting against prompt injection attacks, jailbreaking attempts, and harmful content generation. Lakera Guard inspects prompts before they reach the model and filters outputs before they reach users. This protects against adversarial inputs that could manipulate the model into producing unintended or harmful responses.

The threat models are complementary rather than competing. A compromised AI agent could face both types of attack simultaneously: a prompt injection could cause the agent to hallucinate a dangerous command, and without infrastructure-level controls, that command could execute on production systems. Using both tools creates defense-in-depth: Lakera prevents the malicious input, and Beams prevents execution even if the input filter fails.

Zero-trust Integration, Prompt Security, and Scope

Beams integrates with Teleport's mature zero-trust access platform, which already protects thousands of organizations' infrastructure. This means agent access policies are managed alongside human access policies in a single platform, with consistent audit logging and compliance reporting. Lakera provides a standalone API-based service that integrates into the LLM request pipeline.

Deployment models differ significantly. Teleport Beams is available on Teleport Enterprise and Cloud tiers with the open-source core providing foundational access management. Lakera Guard offers a cloud-hosted API with pay-per-call pricing. For organizations requiring on-premises deployment, Teleport's self-hosted option provides more flexibility.

The enterprise readiness of each tool reflects different maturity levels. Teleport has raised over $110 million and has been building secure access tooling for over a decade, with a proven track record in regulated industries. Lakera is a newer entrant focused specifically on AI security, with growing but less established enterprise adoption.

AI Agent Access and Pricing

For AI agents that need to access production infrastructure — deploying code, querying databases, managing Kubernetes resources, or responding to incidents — Teleport Beams is essential. For AI applications that process user inputs and generate text, images, or other content, Lakera Guard provides critical input/output filtering.

Observability integration also differs. Beams leverages OpenTelemetry for monitoring agent behavior patterns, integrating with existing observability stacks. Lakera provides its own dashboard for monitoring threat detection rates and blocked attempts. Both approaches offer visibility into AI security posture but through different operational lenses.

The Bottom Line

Teleport Beams wins this comparison for its infrastructure-level security that prevents catastrophic failures when AI agents operate in production environments. Lakera remains essential for prompt-level security, and the strongest AI security posture uses both tools at their respective layers.

Quick Comparison

FeatureTeleport BeamsLakera
PricingOSS core free (Apache 2.0); Beams on Enterprise/Cloud tier; Custom pricingFree tier (10K requests/mo) / Pro from $100/mo / Enterprise custom
PlatformsLinux, Kubernetes, AWS/GCP/Azure; Servers, DBs, K8s clustersAPI, Python SDK, JS SDK, proxy
Open SourceYesNo
TelemetryCleanClean
DescriptionTeleport Beams provides cryptographically verified, policy-gated access for AI agents to interact with production infrastructure including servers, Kubernetes clusters, and databases. Launched at KubeCon EU 2026, Beams extends Teleport's zero-trust access platform with agent-specific runtime controls, audit trails, and policy enforcement to ensure AI agents operate within defined boundaries when deployed in production environments.Lakera is an AI security platform protecting LLM applications against prompt injection, jailbreaks, data leakage, toxic content, and PII exposure. Lakera Guard provides a real-time API that screens prompts and outputs in under 2ms latency. Trained on the world's largest prompt injection dataset from Gandalf, a public red-teaming game. Deploys as an API proxy or SDK integration with zero model access required. Used by enterprises to secure customer-facing AI applications in production.