[{"data":1,"prerenderedAt":121},["ShallowReactive",2],{"post-\u002Fblog\u002Fwhy-source-attribution-beats-black-box-scores":3},{"id":4,"title":5,"author":6,"body":7,"date":109,"description":110,"extension":111,"meta":112,"navigation":113,"path":114,"seo":115,"stem":116,"tags":117,"__hash__":120},"blog\u002Fblog\u002Fwhy-source-attribution-beats-black-box-scores.md","Why source attribution beats black-box SEO scores","SourceSignal",{"type":8,"value":9,"toc":101},"minimark",[10,23,28,39,42,46,49,75,82,88,91,95,98],[11,12,13,14,18,19,22],"p",{},"Most SEO tools hand you two numbers: a ",[15,16,17],"strong",{},"search volume"," and a ",[15,20,21],{},"difficulty score",".\nBoth are black boxes. You can't see where they came from, which sources they blend, or\nwhy the tool is confident. You're asked to trust a number with no provenance.",[24,25,27],"h2",{"id":26},"the-problem-with-a-single-score","The problem with a single score",[11,29,30,34,35],{},[31,32,33],"code",{},"volume: 1900 \u002F difficulty: 34"," collapses everything into two digits. It hides the\nquestion that actually matters: ",[36,37,38],"em",{},"is this demand real, and is anyone already serving it?",[11,40,41],{},"A keyword can show healthy \"volume\" while the entire first page is a single dominant\ncreator — or while the demand is a one-off viral spike that won't repeat. The score\nlooks identical in both cases. You only find out after you've made the video.",[24,43,45],{"id":44},"what-source-attribution-looks-like","What source attribution looks like",[11,47,48],{},"SourceSignal keeps the signals separate and joins them per keyword, so every conclusion\ncarries the evidence behind it:",[50,51,52,59,65],"ul",{},[53,54,55,58],"li",{},[15,56,57],{},"Autocomplete"," confirms the phrase is something people actually search — and tags the intent.",[53,60,61,64],{},[15,62,63],{},"YouTube velocity"," measures live attention in views\u002Fday, not a stale monthly average.",[53,66,67,70,71,74],{},[15,68,69],{},"Web SERP"," shows ",[36,72,73],{},"who"," ranks and how concentrated the competition is.",[11,76,77,78,81],{},"When all three line up, you don't get a mystery number — you get ",[15,79,80],{},"demand convergence"," with\na confidence value and, just as importantly, the caveats:",[83,84,85],"blockquote",{},[11,86,87],{},"youtube velocity inflated by 1 un-enriched viral video",[11,89,90],{},"That last line is the difference. A black-box score would have quietly absorbed the noise.",[24,92,94],{"id":93},"evidence-not-adjectives","Evidence, not adjectives",[11,96,97],{},"The goal isn't a prettier dashboard. It's that every recommendation in your report can be\ntraced back to a source you can audit. That's what lets you act on it this week instead of\nhedging.",[11,99,100],{},"More teardowns soon — including how the same engine drops into any vertical.",{"title":102,"searchDepth":103,"depth":104,"links":105},"",2,3,[106,107,108],{"id":26,"depth":103,"text":27},{"id":44,"depth":103,"text":45},{"id":93,"depth":103,"text":94},"2026-06-15","A volume number with no provenance is a guess. Here's what changes when every signal carries its evidence.","md",{},true,"\u002Fblog\u002Fwhy-source-attribution-beats-black-box-scores",{"title":5,"description":110},"blog\u002Fwhy-source-attribution-beats-black-box-scores",[118,119],"search-intelligence","methodology","UDgntJtUcywzjmyQNqv_AY0JykDeXGS9CuZudBDCN6c",1783723052066]