---
title: "Audit AI agent requests, logs, and access with Aperture"
url: https://daily.dev/posts/audit-ai-agent-requests-logs-and-access-with-aperture-asocvp2aa
source_url: https://tailscale.com/blog/aperture-audit-AI-agents
type: article
source: "Tailscale"
published: 2026-06-30T14:05:27.212Z
updated: 2026-06-30T14:05:49.000Z
tags: ["llm", "ai-agents", "tailscale"]
reading_time: 5
upvotes: 1
comments: 0
language: en
---

> ## Documentation Index
> Fetch the complete documentation index at: https://daily.dev/llms.txt
> Use this file to discover all available pages before exploring further.

# Audit AI agent requests, logs, and access with Aperture

**[Tailscale](https://daily.dev/sources/tailscale)** · 5 min read · 1 upvotes · 0 comments

## Summary

Aperture, a product from Tailscale, provides auditing and access control for AI agent activity. It attaches cryptographic identity to every LLM request, captures full request-response lifecycles including tool use and token counts, and stores logs in configurable destinations including S3-compatible storage for SIEM integration. Access to logs is deny-by-default and governed by a grants system tied to Tailscale identities. Administrators can enforce guardrails before requests leave the network, including PII scrubbing, policy-based blocking, and per-user or per-agent spending quotas. Admin access to session logs is itself audited and reviewable.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://tailscale.com/blog/aperture-audit-AI-agents>

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Tags: [#llm](https://daily.dev/tags/llm), [#ai-agents](https://daily.dev/tags/ai-agents), [#tailscale](https://daily.dev/tags/tailscale)

[View this post on daily.dev](https://daily.dev/posts/audit-ai-agent-requests-logs-and-access-with-aperture-asocvp2aa)