---
title: "Surmado (@surmado) | Hashnode"
description: "AI visibility and site audits for businesses that want answers, not dashboards. Read the latest articles by Surmado on Hashnode."
url: "https://hashnode.com/@surmado"
---

@surmado

# Surmado

@surmado · San Diego, CA · Joined September 2025

AI visibility and site audits for businesses that want answers, not dashboards.

[Website](https://www.surmado.com/)

### [Why I Built an AI Visibility Tool That Doubts Its Own Outputs](https://surmado.hashnode.dev/why-i-built-an-ai-visibility-tool-that-doubts-its-own-outputs?utm_source=hashnode&utm_medium=feed)

Most AI visibility tools treat LLMs like stable sensors. We built semantic matching for small brands that are not famous enough for the training data.

6 min read · [surmado.hashnode.dev](https://surmado.hashnode.dev/why-i-built-an-ai-visibility-tool-that-doubts-its-own-outputs?utm_source=hashnode&utm_medium=feed)

[Dec 6, 2025](https://hashnode.com/posts/why-i-built-an-ai-visibility-tool-that-doubts-its-own-outputs/69349a8f7ffbba0f63e6a881)