/tool/ - Tools & Resources

the danger w/ GEO is that u end up optimizing for an algorithm that doesnt even exist yet. ive been experimenting with using kognia to map out semantic clusters, but the output often misses the actual user intent behind long-tail queries. it just follows the most frequent n-grams in the training data . u def need a human layer to inject some original perspective or else ur content becomes indistinguishable from the rest of the index. ive started using a custom python script to cross-reference scraped serp snippets against my target entities to ensure coverage isnt just superficial. are you seeing any specific difference in how perplexity handles citations compared to traditional search?