Vibe Coding Your Own SEO Tools — Whiteboard Friday

These are things that I tried and tested myself, and I'm happy pinch the results. You tin ever make it better. You tin amended things. But it does springiness you a bully sensation of what tin beryllium done successful vibe coding. Those are things that I made possibly successful 15 minutes, half an hour. It is rather elemental to get those first steps and say, "Oh, this works." Maybe you want to do immoderate improvements, and you refine the codification and what you're expecting. 

But I'm ever conscionable asking ChatGPT. So if the codification of 1 page doesn't work, I will say, "I sewage this error. Can you hole it for me?" Then you get a caller portion of code, and past you effort the caller one, and you spell connected and connected and on. 

Tag matching

So the first 1 is tag matching. I wanted to lucifer definite CTAs pinch a definite page. 

I conscionable had a immense measurement of pages that I didn't cognize wherever to start. So, I uploaded the tags successful a file and the URL and embeddings successful 2 different columns, and I asked ChatGPT to lucifer the 2 of them. Well, I uploaded the codification to Google Colab, and that happened done vector embeddings and cosine similarity. 

Entity assurance tracker

Then possibly you want to build an entity assurance tracker. We each cognize Google runs connected entities these days. They person a instrumentality wherever you tin conscionable put successful immoderate connection aliases immoderate phrase, and it will springiness you an reply to opportunity if Google understands that arsenic an entity and really beardown the assurance successful that entity is. 

Maybe you want to way your marque name. Or successful my case, astatine immoderate point, I was obsessed pinch search my ain sanction and checking if my knowledge sheet was location and if the assurance was increasing. So I built thing connected Google Sheets that would conscionable do a ping each time and see, and prevention the assurance level that it was consecutive connected my Google Sheets. 

I did it once, and it's been moving each time for the past year. 

Hreflang matching

Maybe you don't want to do manual hreflang matching, aliases astatine slightest not from scratch. You tin build thing done vibe coding arsenic well, and conscionable upload embeddings from the original root and embeddings from the pages that I want to beryllium matched. 

The results are beautiful good. In my case, location are pages successful a batch of languages, and it does work. It doesn't request to beryllium conscionable English aliases conscionable the aforesaid language. It gives maine a very bully draft. Then I tin spell and conscionable spot cheque and say, "Does this page make consciousness to beryllium connected to this page?" So it gives you a fewer steps retired of the measurement correct there. 

Content decay tracker

Maybe you want to look astatine contented decay.  

Everyone seems to beryllium suffering from traffic decreasing these days. Maybe you want to spot which pages person mislaid much postulation complete time. So alternatively of going page by page and seeing, well, 2 years ago, it had this traffic, and now it has this traffic, you tin conscionable do each of this astatine erstwhile and get it successful bulk which are the pages that are performing better, which are the ones that are performing worse, and really worse aliases amended they are doing complete a definite play of time. 

This is conscionable the manual labor. It's conscionable for illustration crunching the data. The existent work, the breathtaking part, is really you are going to fig retired putting those pages aliases this contented backmost connected the correct track. 

Find related pages

Finally, possibly you want to find related pages, which is besides a operation of vector embeddings and cosine similarity. 

So you upload your database of pages and embeddings, and it will find tons of matches. There is an article connected the Moz blog explaining really to do this, and we tin nexus from the station arsenic well. 

This is each we person for today. I'm Gus Pelogia, and I dream you're excited to vibe codification immoderate of your ain SEO devices arsenic well. 

It's going to prevention you a batch of clip connected a Friday aliases immoderate different time of the week to walk much clip doing the things that really matter. Thank you.