[{"data":1,"prerenderedAt":122},["ShallowReactive",2],{"blog-list":3},[4],{"id":5,"title":6,"author":7,"body":8,"date":110,"description":111,"extension":112,"meta":113,"navigation":114,"path":115,"seo":116,"stem":117,"tags":118,"__hash__":121},"blog\u002Fblog\u002Fwhy-source-attribution-beats-black-box-scores.md","Why source attribution beats black-box SEO scores","SourceSignal",{"type":9,"value":10,"toc":102},"minimark",[11,24,29,40,43,47,50,76,83,89,92,96,99],[12,13,14,15,19,20,23],"p",{},"Most SEO tools hand you two numbers: a ",[16,17,18],"strong",{},"search volume"," and a ",[16,21,22],{},"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.",[25,26,28],"h2",{"id":27},"the-problem-with-a-single-score","The problem with a single score",[12,30,31,35,36],{},[32,33,34],"code",{},"volume: 1900 \u002F difficulty: 34"," collapses everything into two digits. It hides the\nquestion that actually matters: ",[37,38,39],"em",{},"is this demand real, and is anyone already serving it?",[12,41,42],{},"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.",[25,44,46],{"id":45},"what-source-attribution-looks-like","What source attribution looks like",[12,48,49],{},"SourceSignal keeps the signals separate and joins them per keyword, so every conclusion\ncarries the evidence behind it:",[51,52,53,60,66],"ul",{},[54,55,56,59],"li",{},[16,57,58],{},"Autocomplete"," confirms the phrase is something people actually search — and tags the intent.",[54,61,62,65],{},[16,63,64],{},"YouTube velocity"," measures live attention in views\u002Fday, not a stale monthly average.",[54,67,68,71,72,75],{},[16,69,70],{},"Web SERP"," shows ",[37,73,74],{},"who"," ranks and how concentrated the competition is.",[12,77,78,79,82],{},"When all three line up, you don't get a mystery number — you get ",[16,80,81],{},"demand convergence"," with\na confidence value and, just as importantly, the caveats:",[84,85,86],"blockquote",{},[12,87,88],{},"youtube velocity inflated by 1 un-enriched viral video",[12,90,91],{},"That last line is the difference. A black-box score would have quietly absorbed the noise.",[25,93,95],{"id":94},"evidence-not-adjectives","Evidence, not adjectives",[12,97,98],{},"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.",[12,100,101],{},"More teardowns soon — including how the same engine drops into any vertical.",{"title":103,"searchDepth":104,"depth":105,"links":106},"",2,3,[107,108,109],{"id":27,"depth":104,"text":28},{"id":45,"depth":104,"text":46},{"id":94,"depth":104,"text":95},"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":6,"description":111},"blog\u002Fwhy-source-attribution-beats-black-box-scores",[119,120],"search-intelligence","methodology","UDgntJtUcywzjmyQNqv_AY0JykDeXGS9CuZudBDCN6c",1783723051884]