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📰 Dev.to · AgustaON

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Four AI APIs, four completely different citation formats. Getting the data out was harder than the analysis.

Dev.to · AgustaON 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago

Four AI APIs, four completely different citation formats. Getting the data out was harder than the analysis.

I wanted to know which sources ChatGPT, Claude, Gemini and Perplexity actually read to answer the same question. Extracting that turned out to be the hard part

How do you measure something that gives a different answer every time?

Dev.to · AgustaON 🧠 Large Language Models ⚡ AI Lesson 1mo ago

How do you measure something that gives a different answer every time?

I needed to know whether AI assistants recommend a given business. LLMs aren't deterministic, so a single check proves nothing. Here's the variance control I bu

My company ranked #1 on Google but ChatGPT had never heard of us. Here's what I did about it.

Dev.to · AgustaON 📣 Digital Marketing & Growth ⚡ AI Lesson 2mo ago

My company ranked #1 on Google but ChatGPT had never heard of us. Here's what I did about it.

A practical dev walkthrough of GEO — why AI assistants ignore some sites, how to fix it with structured data and clean markup, and the tooling that helped.

We looked at where AI actually gets its answers. Your homepage barely matters.

Dev.to · AgustaON 🛠️ AI Tools & Apps ⚡ AI Lesson 2mo ago

We looked at where AI actually gets its answers. Your homepage barely matters.

Most AI-visibility advice tells you to fix your website. The citation data says the answer is usually assembled from somewhere else entirely — here's what that