Calvin William

Calvin William

Software Developer Engineer
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⚡️ 4 day streak

About

A Professional Software Development Engineer who designs, builds, and scales reliable software systems. Strong in algorithms, system design, and clean code. Delivers production-grade solutions, optimizes performance, and collaborates across teams to ship maintainable, high-impact products.

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Citablep/citableCitable•

10d ago

How to Actually Improve AI Visibility (GEO) — A Practical Research + Action Walkthrough

Hey fam!
Thanks for all the support and interest for Citable! We're super excited to help you out along the GEO journey hands on)
During our launch, a lot of you asked very real, non-hype questions about AI visibility and GEO. Instead of answering them one by one in comments (which we did, but not enough), we re opening this up as a shared walkthrough on how to research GEO properly and turn it into measurable action.

Here are the exact questions people have been asking us:

  • How is GEO actually different from SEO? What signals do LLMs care about?

  • How do you know which prompts are worth optimizing before spending time or money?

  • How do you separate being mentioned from being trusted or recommended ?

  • How do you track impact when models are non-deterministic and drift over time?

  • How do actions like Reddit posts, blogs, or LinkedIn content actually move AI answers?

  • How do you prioritize when ChatGPT, Perplexity, and Gemini disagree?

  • Is this just analytics, or can you actually improve outcomes?

We ll walk through how we approach these questions step by step, using Citable as the working tool among others:

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