{"id":5509,"date":"2026-08-29T09:00:00","date_gmt":"2026-08-29T09:00:00","guid":{"rendered":"https:\/\/yamuparkoti.com\/?p=5509"},"modified":"2026-08-22T06:29:42","modified_gmt":"2026-08-22T06:29:42","slug":"youtube-keyword-research-gongju-ai","status":"publish","type":"post","link":"https:\/\/yamuparkoti.com\/zh\/youtube-keyword-research-tool-ai\/","title":{"rendered":"AI YouTube Keyword Research: Reading Volume and Competition Properly"},"content":{"rendered":"<p><em>Disclosure: this page contains affiliate links. If you buy through one I earn a commission, at no extra cost to you. It has not changed the numbers below.<\/em><\/p>\n<p>Every YouTube tool sells keyword research as the growth lever.<\/p>\n<p>The screenshots always show a green score and a big volume number.<\/p>\n<p><strong>Both of those numbers are estimates, and both are widely misread.<\/strong><\/p>\n<p>YouTube does not publish search volume to anyone.<\/p>\n<p>Every figure you have ever seen in a YouTube keyword tool is modelled. \ud83d\udd0d<\/p>\n<p>That does not make the tools useless. It makes them useful for something narrower than advertised.<\/p>\n<p>Here is what they genuinely know, what they guess, and how to use the output.<\/p>\n<p style=\"text-align:center;margin:28px 0;\"><a href=\"https:\/\/tubemagic.com\/ds#aff=yuparkoti\" rel=\"nofollow sponsored noopener\" target=\"_blank\" style=\"display:inline-block;background:linear-gradient(90deg,#ff5a5f,#ffb020);color:#0b1219;font-weight:800;padding:16px 40px;border-radius:12px;text-decoration:none;font-size:18px;\">\ud83c\udfac See Tube Magic&#8217;s Keyword Tool \u2192<\/a><\/p>\n<h2>\ud83e\uddfe What a Keyword Tool Actually Knows<\/h2>\n<p>Separate the measured from the modelled before you trust a screen.<\/p>\n<table>\n<thead>\n<tr>\n<th>Data point<\/th>\n<th>Measured or guessed<\/th>\n<th>How reliable<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Autocomplete suggestions<\/td>\n<td><strong>Measured<\/strong><\/td>\n<td>Real, scraped from YouTube<\/td>\n<\/tr>\n<tr>\n<td>Videos currently ranking<\/td>\n<td><strong>Measured<\/strong><\/td>\n<td>Real, visible to anyone<\/td>\n<\/tr>\n<tr>\n<td>View counts of those videos<\/td>\n<td>Measured<\/td>\n<td>Real and public<\/td>\n<\/tr>\n<tr>\n<td>Upload dates and channel sizes<\/td>\n<td>Measured<\/td>\n<td>Real and public<\/td>\n<\/tr>\n<tr>\n<td>Monthly search volume<\/td>\n<td><strong>Modelled<\/strong><\/td>\n<td>An estimate, often rough<\/td>\n<\/tr>\n<tr>\n<td>Competition score<\/td>\n<td><strong>Modelled<\/strong><\/td>\n<td>A formula, not a fact<\/td>\n<\/tr>\n<tr>\n<td>Overall opportunity score<\/td>\n<td><strong>Modelled<\/strong><\/td>\n<td>A blend of the two above<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>The first four rows are why these tools are worth money.<\/p>\n<p><strong>The last three are why two tools give different answers for the same phrase.<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/yamuparkoti.com\/wp-content\/uploads\/2026\/08\/youtube-keyword-research-tool-ai-featured.png\" alt=\"AI YouTube Keyword Research: Reading Volume and Competition Properly\" \/><\/p>\n<h2>\ud83d\udcc9 Search Is Not Where Your Views Come From<\/h2>\n<p>This is the finding that changes how you use every keyword tool.<\/p>\n<div style=\"background:#0f1720;border-radius:14px;padding:26px;margin:24px 0;\">\n<p style=\"color:#ff5a5f;font-weight:800;font-size:18px;margin-bottom:14px;\">\ud83d\udcc9 Roughly where a typical channel gets its views<\/p>\n<p><svg viewbox=\"0 0 640 270\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"img\" aria-label=\"Bar chart showing browse and suggested feeds driving most views while search drives a minority\">\n<line x1=\"150\" y1=\"30\" x2=\"150\" y2=\"215\" stroke=\"#31414f\" stroke-width=\"2\"\/>\n<rect x=\"152\" y=\"42\" width=\"330\" height=\"30\" rx=\"5\" fill=\"#6cc7f5\"\/>\n<text x=\"140\" y=\"63\" fill=\"#9fb2c0\" font-size=\"13\" text-anchor=\"end\">Suggested<\/text>\n<text x=\"494\" y=\"63\" fill=\"#fff\" font-size=\"13\" font-weight=\"bold\">largest share<\/text>\n<rect x=\"152\" y=\"86\" width=\"250\" height=\"30\" rx=\"5\" fill=\"#5ad1a5\"\/>\n<text x=\"140\" y=\"107\" fill=\"#9fb2c0\" font-size=\"13\" text-anchor=\"end\">Browse and home<\/text>\n<text x=\"414\" y=\"107\" fill=\"#fff\" font-size=\"13\" font-weight=\"bold\">second<\/text>\n<rect x=\"152\" y=\"130\" width=\"120\" height=\"30\" rx=\"5\" fill=\"#ffb020\"\/>\n<text x=\"140\" y=\"151\" fill=\"#9fb2c0\" font-size=\"13\" text-anchor=\"end\">\u641c\u7d22<\/text>\n<text x=\"284\" y=\"151\" fill=\"#ffb020\" font-size=\"13\" font-weight=\"bold\">a minority<\/text>\n<rect x=\"152\" y=\"174\" width=\"60\" height=\"30\" rx=\"5\" fill=\"#c9a0ff\"\/>\n<text x=\"140\" y=\"195\" fill=\"#9fb2c0\" font-size=\"13\" text-anchor=\"end\">External and other<\/text>\n<text x=\"224\" y=\"195\" fill=\"#9fb2c0\" font-size=\"13\">small<\/text>\n<text x=\"30\" y=\"243\" fill=\"#9fb2c0\" font-size=\"13\">Shape varies by niche. Check your own Traffic Sources report before deciding.<\/text>\n<text x=\"30\" y=\"262\" fill=\"#9fb2c0\" font-size=\"13\">Source: OutlierKit (2026); Futurepedia (2026).<\/text>\n<\/svg>\n<\/div>\n<h3>Why this matters so much<\/h3>\n<p>Keyword tools optimise for search. Search is usually the smaller half.<\/p>\n<p>Chasing volume alone means polishing your third biggest traffic source.<\/p>\n<p><strong>The bigger lever is whether the topic makes people click at all.<\/strong><\/p>\n<h3>Check your own numbers first<\/h3>\n<p>Open YouTube Studio, then Analytics, then Traffic Sources.<\/p>\n<p>Read the split for your last twenty videos, not the site-wide average.<\/p>\n<p>Tutorial channels skew heavily towards search. Entertainment channels barely touch it.<\/p>\n<h3>What to do with that split<\/h3>\n<p>If search is under a fifth of your views, treat keywords as topic input.<\/p>\n<p>If search is over a third, keyword work deserves real effort.<\/p>\n<p>\u6211\u4eec\u7684 <a href=\"https:\/\/yamuparkoti.com\/youtube-seo-tools-2026\/\">YouTube SEO guide<\/a> covers the second case in detail.<\/p>\n<h2>\ud83d\udd22 How to Read a Volume Number<\/h2>\n<p>A practical translation table, because the raw figure misleads.<\/p>\n<table>\n<thead>\n<tr>\n<th>Reported volume<\/th>\n<th>What it usually means<\/th>\n<th>Worth targeting?<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Under 100<\/td>\n<td><strong>Real but tiny demand<\/strong><\/td>\n<td>Only if it converts well<\/td>\n<\/tr>\n<tr>\n<td>100 to 1,000<\/td>\n<td><strong>The sweet spot for small channels<\/strong><\/td>\n<td>Yes, usually<\/td>\n<\/tr>\n<tr>\n<td>1,000 to 10,000<\/td>\n<td>Established channels dominate<\/td>\n<td>Sometimes, with a better angle<\/td>\n<\/tr>\n<tr>\n<td>Over 10,000<\/td>\n<td><strong>Crowded and defended<\/strong><\/td>\n<td>Rarely, early on<\/td>\n<\/tr>\n<tr>\n<td>Zero or no data<\/td>\n<td>Too new or too narrow to model<\/td>\n<td><strong>Check autocomplete instead<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>The zero row catches people out constantly.<\/p>\n<p><strong>A missing estimate is not proof that nobody searches for it.<\/strong><\/p>\n<h3>Why estimates run low on new topics<\/h3>\n<p>Models need history, and a two-month-old topic has almost none.<\/p>\n<p>Emerging phrases show near-zero volume while demand is rising fast.<\/p>\n<p>That is precisely when the topic is easiest to win.<\/p>\n<h3>The autocomplete cross-check<\/h3>\n<p>Type the phrase into the YouTube search bar and watch the suggestions.<\/p>\n<p>Those suggestions come from queries real people typed.<\/p>\n<p><strong>If a phrase autocompletes, somebody is searching it.<\/strong><\/p>\n<p style=\"text-align:center;margin:28px 0;\"><a href=\"https:\/\/tubemagic.com\/ds#aff=yuparkoti\" rel=\"nofollow sponsored noopener\" target=\"_blank\" style=\"display:inline-block;background:linear-gradient(90deg,#ff5a5f,#ffb020);color:#0b1219;font-weight:800;padding:16px 40px;border-radius:12px;text-decoration:none;font-size:18px;\">\ud83d\udd0e Try Unlimited Keyword Lookups \u2192<\/a><\/p>\n<h2>\u2696\ufe0f Competition Scores Are Relative<\/h2>\n<p>Here is why two tools disagree about the same keyword.<\/p>\n<div style=\"background:#0f1720;border-radius:14px;padding:26px;margin:24px 0;\">\n<p style=\"color:#ff5a5f;font-weight:800;font-size:18px;margin-bottom:14px;\">\u2696\ufe0f Two ways of scoring the same phrase<\/p>\n<p><svg viewbox=\"0 0 640 250\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"img\" aria-label=\"Diagram contrasting absolute competition scoring with scoring relative to your channel size\">\n<rect x=\"30\" y=\"26\" width=\"260\" height=\"112\" rx=\"10\" fill=\"#243240\" stroke=\"#3d5164\"\/>\n<text x=\"160\" y=\"54\" fill=\"#6cc7f5\" font-size=\"15\" font-weight=\"bold\" text-anchor=\"middle\">Absolute scoring<\/text>\n<text x=\"160\" y=\"78\" fill=\"#9fb2c0\" font-size=\"12\" text-anchor=\"middle\">Same score for everyone<\/text>\n<text x=\"160\" y=\"98\" fill=\"#9fb2c0\" font-size=\"12\" text-anchor=\"middle\">Based on the ranking videos<\/text>\n<text x=\"160\" y=\"118\" fill=\"#9fb2c0\" font-size=\"12\" text-anchor=\"middle\">Ignores who you are<\/text>\n<rect x=\"350\" y=\"26\" width=\"260\" height=\"112\" rx=\"10\" fill=\"#243240\" stroke=\"#3d5164\"\/>\n<text x=\"480\" y=\"54\" fill=\"#ff5a5f\" font-size=\"15\" font-weight=\"bold\" text-anchor=\"middle\">Relative scoring<\/text>\n<text x=\"480\" y=\"78\" fill=\"#9fb2c0\" font-size=\"12\" text-anchor=\"middle\">Adjusted to your subscribers<\/text>\n<text x=\"480\" y=\"98\" fill=\"#9fb2c0\" font-size=\"12\" text-anchor=\"middle\">Green for you, red for others<\/text>\n<text x=\"480\" y=\"118\" fill=\"#9fb2c0\" font-size=\"12\" text-anchor=\"middle\">Changes as you grow<\/text>\n<rect x=\"110\" y=\"166\" width=\"420\" height=\"52\" rx=\"10\" fill=\"#1b2733\" stroke=\"#3d5164\"\/>\n<text x=\"320\" y=\"189\" fill=\"#fff\" font-size=\"14\" font-weight=\"bold\" text-anchor=\"middle\">Neither is wrong. They answer different questions.<\/text>\n<text x=\"320\" y=\"209\" fill=\"#9fb2c0\" font-size=\"12\" text-anchor=\"middle\">Always check which one you are looking at<\/text>\n<\/svg>\n<\/div>\n<h3>The question that actually matters<\/h3>\n<p>Not how hard the keyword is in general.<\/p>\n<p>Whether a channel your size has ranked for it recently.<\/p>\n<p><strong>That is answerable by eye, in about ninety seconds.<\/strong><\/p>\n<h3>How to answer it manually<\/h3>\n<p>Search the phrase on YouTube and look at the first ten results.<\/p>\n<p>Note the subscriber count of each channel and the upload date.<\/p>\n<p>If three results come from channels under 5,000 subscribers, the door is open.<\/p>\n<h3>The signal that says walk away<\/h3>\n<p>Ten results, all from large channels, all more than two years old.<\/p>\n<p>Old videos with huge view counts are extremely hard to displace.<\/p>\n<p>Pick a narrower phrase instead of fighting that page.<\/p>\n<h2>\ud83c\udfaf The Three Keyword Types Worth Targeting<\/h2>\n<p>Most phrases fall into one of these, and the difference is strategic.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7c7b\u578b<\/th>\n<th>Example shape<\/th>\n<th>\u4e3a\u4ec0\u4e48\u6709\u6548<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Problem keywords<\/td>\n<td><strong>How to fix a thing<\/strong><\/td>\n<td>Urgent, specific, high intent<\/td>\n<\/tr>\n<tr>\n<td>Comparison keywords<\/td>\n<td><strong>This against that<\/strong><\/td>\n<td>Viewer is close to deciding<\/td>\n<\/tr>\n<tr>\n<td>Beginner keywords<\/td>\n<td>How to start something<\/td>\n<td>Endless, renewing audience<\/td>\n<\/tr>\n<tr>\n<td>Vague topic keywords<\/td>\n<td>A single broad noun<\/td>\n<td><strong>Avoid, no clear intent<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Brand keywords<\/td>\n<td>A product name<\/td>\n<td>Only if you review products<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Problem keywords are the most reliable for a new channel.<\/p>\n<p><strong>Somebody with a problem right now will watch a plain video from a small channel.<\/strong><\/p>\n<h3>Why intent beats volume<\/h3>\n<p>A thousand idle searches are worth less than a hundred urgent ones.<\/p>\n<p>Urgency drives clicks, watch time and subscriptions together.<\/p>\n<p>Volume alone predicts none of those three.<\/p>\n<h3>The comparison advantage<\/h3>\n<p>Comparison videos rank quickly because few people bother making them well.<\/p>\n<p>They also attract viewers who are ready to act on advice.<\/p>\n<p>That is why they earn more per view than general content.<\/p>\n<h2>\ud83e\uddea Where the Three Tools Differ<\/h2>\n<p>The keyword features specifically, not the whole product.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5de5\u5177<\/th>\n<th>Keyword approach<\/th>\n<th>\u6210\u672c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7ba1\u9b54\u6cd5<\/td>\n<td><strong>Unlimited lookups, generation focused<\/strong><\/td>\n<td>$47 monthly<\/td>\n<\/tr>\n<tr>\n<td>vidIQ<\/td>\n<td><strong>Scores and daily ideas, credit metered<\/strong><\/td>\n<td>Free plan, then $16.58<\/td>\n<\/tr>\n<tr>\n<td>TubeBuddy<\/td>\n<td>Scores plus bulk tag tools<\/td>\n<td><strong>Free plan, then a few dollars<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>On keyword research alone, the free plans cover a lot of ground.<\/p>\n<p><strong>Tube Magic earns its price on generation, not on lookups.<\/strong><\/p>\n<h3>What unlimited really buys<\/h3>\n<p>Freedom to research forty topics without watching a credit counter.<\/p>\n<p>That matters when you plan a quarter of content in one sitting.<\/p>\n<p>It matters very little if you publish twice a month (Futurepedia, 2026).<\/p>\n<h3>Where the free tiers stop<\/h3>\n<p>Credit limits bite when you research in bulk or generate scripts.<\/p>\n<p>Until then they are usable products rather than crippled demos.<\/p>\n<p>\u6211\u4eec\u7684 <a href=\"https:\/\/yamuparkoti.com\/tube-magic-vs-vidiq\/\">vidIQ comparison<\/a> lists the exact limits.<\/p>\n<p style=\"text-align:center;margin:28px 0;\"><a href=\"https:\/\/tubemagic.com\/ds#aff=yuparkoti\" rel=\"nofollow sponsored noopener\" target=\"_blank\" style=\"display:inline-block;background:linear-gradient(90deg,#ff5a5f,#ffb020);color:#0b1219;font-weight:800;padding:16px 40px;border-radius:12px;text-decoration:none;font-size:18px;\">\ud83d\ude80 Research Without Credit Limits \u2192<\/a><\/p>\n<h2>\u23f1\ufe0f A Twenty Minute Research Process<\/h2>\n<p>This is the whole method, and it fits on one screen.<\/p>\n<table>\n<thead>\n<tr>\n<th>Minutes<\/th>\n<th>\u6b65<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>0 to 3<\/td>\n<td><strong>Type your seed topic into YouTube autocomplete<\/strong><\/td>\n<\/tr>\n<tr>\n<td>3 to 8<\/td>\n<td>Collect twenty phrases the bar suggests<\/td>\n<\/tr>\n<tr>\n<td>8 to 12<\/td>\n<td><strong>Run them through your tool for rough volume<\/strong><\/td>\n<\/tr>\n<tr>\n<td>12 to 16<\/td>\n<td>Search the best five and check who ranks<\/td>\n<\/tr>\n<tr>\n<td>16 to 19<\/td>\n<td><strong>Pick the one where small channels appear<\/strong><\/td>\n<\/tr>\n<tr>\n<td>19 to 20<\/td>\n<td>Write the title before you write anything else<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Step four is the one nobody does, and it decides everything.<\/p>\n<p><strong>Looking at the actual results page beats any score.<\/strong><\/p>\n<h3>Why the title comes first<\/h3>\n<p>A title you cannot write compellingly is a topic you should skip.<\/p>\n<p>Deciding this before filming saves you a wasted afternoon.<\/p>\n<p>\u6211\u4eec\u7684 <a href=\"https:\/\/yamuparkoti.com\/ai-youtube-title-generator\/\">title generator guide<\/a> explains that test.<\/p>\n<h3>Why twenty minutes is the ceiling<\/h3>\n<p>Research has sharply diminishing returns after the first pass.<\/p>\n<p>Hours spent in a keyword tool are hours not spent filming.<\/p>\n<p>Publishing more is the stronger growth lever at every channel size.<\/p>\n<h2>\ud83d\udeab Five Mistakes That Waste the Effort<\/h2>\n<p>Each of these is common and each is avoidable.<\/p>\n<table>\n<thead>\n<tr>\n<th>Mistake<\/th>\n<th>What happens instead<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Chasing the highest volume<\/td>\n<td><strong>You lose to bigger channels<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Trusting one tool blindly<\/td>\n<td>You inherit its model bias<\/td>\n<\/tr>\n<tr>\n<td>Ignoring the results page<\/td>\n<td><strong>You miss the obvious answer<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Stuffing tags with keywords<\/td>\n<td>Tags barely matter now<\/td>\n<\/tr>\n<tr>\n<td>Optimising an unclickable title<\/td>\n<td><strong>Ranking without any clicks<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>The tag row surprises people who learned this years ago.<\/p>\n<p><strong>Tags carry far less weight than titles and thumbnails today.<\/strong><\/p>\n<h3>Why tags faded<\/h3>\n<p>YouTube reads your actual spoken words and on-screen text now.<\/p>\n<p>It no longer needs you to describe the video in a list.<\/p>\n<p>Fill them in briefly, then stop thinking about them (OutlierKit, 2026).<\/p>\n<h3>What replaced them<\/h3>\n<p>The title, the thumbnail and the first line of the description.<\/p>\n<p>Those three decide both ranking and clicking.<\/p>\n<p>Spend your optimisation time there instead.<\/p>\n<h2>\ud83d\udcb7 Is a Paid Keyword Tool Worth It<\/h2>\n<p>An honest answer that depends on how often you publish.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u4f60\u7684\u60c5\u51b5<\/th>\n<th>What to use<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Under two videos monthly<\/td>\n<td><strong>Free plans and autocomplete<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Two to five videos monthly<\/td>\n<td>A cheap paid tier if you feel limited<\/td>\n<\/tr>\n<tr>\n<td>Six or more videos monthly<\/td>\n<td><strong>Unlimited becomes worth paying for<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Planning a whole quarter at once<\/td>\n<td><strong>Unlimited, clearly<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Managing a large old library<\/td>\n<td>Bulk tools matter more than lookups<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Six videos a month is roughly where the maths turns (Product Insight AI, 2026).<\/p>\n<p><strong>Below that, the free tiers genuinely do the job.<\/strong><\/p>\n<h3>The break-even in plain terms<\/h3>\n<p>At $47 monthly and six videos, you pay about $7.83 per video.<\/p>\n<p>If the tool saves an hour on each, that is a good trade.<\/p>\n<p>\u6211\u4eec\u7684 <a href=\"https:\/\/yamuparkoti.com\/tube-magic-pricing-worth-it\/\">pricing breakdown<\/a> works that through fully.<\/p>\n<h3>\u771f\u8bda\u7684\u63a8\u8350<\/h3>\n<p>Start free, publish more, and upgrade when limits interrupt your work.<\/p>\n<p>Being interrupted is a real signal. Marketing is not.<\/p>\n<p>That order costs nothing and rarely goes wrong.<\/p>\n<h2>\ud83d\udcca The Four Numbers That Predict a Video<\/h2>\n<p>Keyword volume is only one input, and it is the weakest of the four.<\/p>\n<div style=\"background:#0f1720;border-radius:14px;padding:26px;margin:24px 0;\">\n<p style=\"color:#ff5a5f;font-weight:800;font-size:18px;margin-bottom:14px;\">\ud83d\udcca How much each factor moves the result<\/p>\n<p><svg viewbox=\"0 0 640 280\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"img\" aria-label=\"Bar chart ranking click-through rate, retention, topic demand and keyword volume by influence on a video result\">\n<line x1=\"196\" y1=\"26\" x2=\"196\" y2=\"212\" stroke=\"#31414f\" stroke-width=\"2\"\/>\n<rect x=\"198\" y=\"38\" width=\"340\" height=\"28\" rx=\"5\" fill=\"#ff5a5f\"\/>\n<text x=\"186\" y=\"58\" fill=\"#9fb2c0\" font-size=\"13\" text-anchor=\"end\">Click-through rate<\/text>\n<text x=\"548\" y=\"58\" fill=\"#fff\" font-size=\"13\" font-weight=\"bold\">strongest<\/text>\n<rect x=\"198\" y=\"80\" width=\"290\" height=\"28\" rx=\"5\" fill=\"#ffb020\"\/>\n<text x=\"186\" y=\"100\" fill=\"#9fb2c0\" font-size=\"13\" text-anchor=\"end\">Early retention<\/text>\n<text x=\"498\" y=\"100\" fill=\"#fff\" font-size=\"13\" font-weight=\"bold\">very strong<\/text>\n<rect x=\"198\" y=\"122\" width=\"200\" height=\"28\" rx=\"5\" fill=\"#5ad1a5\"\/>\n<text x=\"186\" y=\"142\" fill=\"#9fb2c0\" font-size=\"13\" text-anchor=\"end\">Topic demand<\/text>\n<text x=\"408\" y=\"142\" fill=\"#fff\" font-size=\"13\" font-weight=\"bold\">moderate<\/text>\n<rect x=\"198\" y=\"164\" width=\"95\" height=\"28\" rx=\"5\" fill=\"#6cc7f5\"\/>\n<text x=\"186\" y=\"184\" fill=\"#9fb2c0\" font-size=\"13\" text-anchor=\"end\">Keyword volume<\/text>\n<text x=\"303\" y=\"184\" fill=\"#6cc7f5\" font-size=\"13\" font-weight=\"bold\">weakest<\/text>\n<text x=\"30\" y=\"240\" fill=\"#9fb2c0\" font-size=\"13\">Directional, not measured. The ordering is what matters here.<\/text>\n<text x=\"30\" y=\"259\" fill=\"#9fb2c0\" font-size=\"13\">Source: OutlierKit (2026); Sanish Tech (2026).<\/text>\n<\/svg>\n<\/div>\n<h3>Why click-through rate leads<\/h3>\n<p>A video nobody clicks cannot rank, however well optimised it is.<\/p>\n<p>YouTube shows your thumbnail a fixed number of times to start.<\/p>\n<p><strong>What happens in that window decides everything afterwards.<\/strong><\/p>\n<p>This is why title and thumbnail work beats keyword work.<\/p>\n<p>They are the only two things a browsing viewer ever sees.<\/p>\n<h3>Why retention comes second<\/h3>\n<p>Clicks get you shown. Retention keeps you shown.<\/p>\n<p>A high click rate with poor retention stalls within a day.<\/p>\n<p>The first thirty seconds carry most of that weight (Sanish Tech, 2026).<\/p>\n<h3>Where volume really sits<\/h3>\n<p>Volume tells you a topic exists. Nothing more than that.<\/p>\n<p>It cannot tell you whether your version will be clicked.<\/p>\n<p>Treating it as a growth predictor is the core mistake here.<\/p>\n<h2>\ud83e\udded Turning Keywords Into a Content Plan<\/h2>\n<p>Research is only valuable if it produces a queue of videos.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u9636\u6bb5<\/th>\n<th>What you produce<\/th>\n<th>Time<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Seed list<\/td>\n<td><strong>Twenty autocomplete phrases<\/strong><\/td>\n<td>10 min<\/td>\n<\/tr>\n<tr>\n<td>Filter<\/td>\n<td>Eight with visible small channels<\/td>\n<td><strong>15 min<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Title test<\/td>\n<td><strong>Six you can title well<\/strong><\/td>\n<td>15 min<\/td>\n<\/tr>\n<tr>\n<td>Cluster<\/td>\n<td>Two groups of three related videos<\/td>\n<td>10 min<\/td>\n<\/tr>\n<tr>\n<td>Schedule<\/td>\n<td><strong>Six weeks of publishing<\/strong><\/td>\n<td>5\u5206\u949f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Under an hour gives you a month and a half of content.<\/p>\n<p><strong>That is the real return on keyword research.<\/strong><\/p>\n<h3>Why clustering matters<\/h3>\n<p>Three related videos feed each other in the suggested column.<\/p>\n<p>A viewer who finishes one is offered the next immediately.<\/p>\n<p>Scattered topics never build that internal pull (Futurepedia, 2026).<\/p>\n<h3>How to build a cluster<\/h3>\n<p>Take one strong phrase and find two natural follow-up questions.<\/p>\n<p>Publish them close together, then link them in end screens.<\/p>\n<p>The middle video usually outperforms the other two.<\/p>\n<h3>Why six weeks is the right horizon<\/h3>\n<p>Long enough to stop scrambling for topics every week.<\/p>\n<p>Short enough that your niche has not moved underneath you.<\/p>\n<p>Replan when the queue drops to two remaining videos.<\/p>\n<h2>\ud83d\udd2c Testing Whether Your Research Worked<\/h2>\n<p>Most creators never check whether the effort paid off.<\/p>\n<table>\n<thead>\n<tr>\n<th>Metric to check<\/th>\n<th>Where<\/th>\n<th>What good looks like<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Search impressions<\/td>\n<td>Traffic Sources<\/td>\n<td><strong>Rising over 28 days<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Which queries found you<\/td>\n<td>YouTube search terms<\/td>\n<td>Terms you targeted appearing<\/td>\n<\/tr>\n<tr>\n<td>Click-through from search<\/td>\n<td>Reach tab<\/td>\n<td><strong>Higher than browse rate<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Position of your video<\/td>\n<td>Manual search<\/td>\n<td>First page within a month<\/td>\n<\/tr>\n<tr>\n<td>Views after 30 days<\/td>\n<td>Overview<\/td>\n<td><strong>Still accumulating slowly<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>The last row separates search content from feed content.<\/p>\n<p><strong>Search videos keep earning views long after publication.<\/strong><\/p>\n<h3>The long tail effect<\/h3>\n<p>A feed video spikes and then dies within a fortnight.<\/p>\n<p>A search video trickles for years without further work.<\/p>\n<p>That difference compounds across a library of thirty videos.<\/p>\n<h3>Reading the search terms report<\/h3>\n<p>YouTube tells you the exact phrases that surfaced your video.<\/p>\n<p>They are frequently not the phrases you targeted.<\/p>\n<p>Those surprises are your best ideas for the next batch.<\/p>\n<h3>When to give a video more time<\/h3>\n<p>Search rankings settle slowly compared with feed performance.<\/p>\n<p>Judge a search video at sixty days, not at seven.<\/p>\n<p>Deleting it early destroys the asset just as it starts working.<\/p>\n<h2>\ud83e\udde9 What AI Adds to This Process<\/h2>\n<p>A fair account of where generation genuinely helps.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u4efb\u52a1<\/th>\n<th>AI value<\/th>\n<th>\u7b14\u8bb0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Expanding a seed into phrases<\/td>\n<td><strong>\u9ad8\u7684<\/strong><\/td>\n<td>Fast and genuinely varied<\/td>\n<\/tr>\n<tr>\n<td>Grouping phrases into clusters<\/td>\n<td><strong>\u9ad8\u7684<\/strong><\/td>\n<td>Tedious work done instantly<\/td>\n<\/tr>\n<tr>\n<td>Drafting titles per keyword<\/td>\n<td>\u4e2d\u7b49\u7684<\/td>\n<td>Needs heavy editing<\/td>\n<\/tr>\n<tr>\n<td>Judging competition<\/td>\n<td><strong>\u4f4e\u7684<\/strong><\/td>\n<td>Look at the results yourself<\/td>\n<\/tr>\n<tr>\n<td>Deciding what you should make<\/td>\n<td><strong>\u6ca1\u6709\u4efb\u4f55<\/strong><\/td>\n<td>That is your judgement<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>The top two rows are worth real money on a busy channel.<\/p>\n<p><strong>The bottom two are where people over-delegate and regret it.<\/strong><\/p>\n<h3>The expansion advantage<\/h3>\n<p>Turning one topic into forty phrases is dull manual work.<\/p>\n<p>A generator does it in seconds and finds angles you missed.<\/p>\n<p>That alone justifies unlimited access for high-volume channels (Product Insight AI, 2026).<\/p>\n<h3>The judgement limit<\/h3>\n<p>No tool knows your audience, your voice or your back catalogue.<\/p>\n<p>It will happily suggest topics you are wrong to make.<\/p>\n<p>Filter every list against what you can film convincingly.<\/p>\n<h3>A practical division of labour<\/h3>\n<p>Let the tool produce breadth. Let yourself decide depth.<\/p>\n<p>That split gets you the speed without the generic output.<\/p>\n<p>It is also how the creators who use these tools well work.<\/p>\n<h2>\ud83d\udca1 Verdict on AI Keyword Research<\/h2>\n<p>Plainly, and with the commercial caveat stated openly.<\/p>\n<table>\n<thead>\n<tr>\n<th>Claim<\/th>\n<th>\u5224\u51b3<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Volume numbers are accurate<\/td>\n<td><strong>False, they are estimates<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Competition scores are objective<\/td>\n<td><strong>False, they are formulas<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Keyword research helps<\/td>\n<td>True, as topic selection<\/td>\n<\/tr>\n<tr>\n<td>It is the main growth lever<\/td>\n<td><strong>False, titles and retention are<\/strong><\/td>\n<\/tr>\n<tr>\n<td>You need a paid tool<\/td>\n<td><strong>Only above six videos monthly<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>I earn commission if you buy Tube Magic through this page.<\/p>\n<p><strong>I still think most readers should start on a free plan.<\/strong><\/p>\n<h3>Who should pay for unlimited<\/h3>\n<p>Creators publishing weekly or more, planning content in batches.<\/p>\n<p>At that volume the credit limits become a genuine obstacle.<\/p>\n<p>Unlimited lookups and scripts then repay $47 comfortably (Orbit River, 2026).<\/p>\n<h3>Who should not<\/h3>\n<p>Anyone publishing once or twice a month, without exception.<\/p>\n<p>The free tiers of vidIQ and TubeBuddy cover that comfortably.<\/p>\n<p>Paying now buys headroom you will not touch (Busy Mom Side Hustle, 2026).<\/p>\n<h3>The one habit worth more than any tool<\/h3>\n<p>Search your phrase on YouTube and study the first page.<\/p>\n<p>Ninety seconds of looking beats an afternoon of dashboards.<\/p>\n<p><strong>Every good keyword decision I have made started there.<\/strong><\/p>\n<h2>\ud83d\uddc2\ufe0f Where Keyword Research Fits in a Week<\/h2>\n<p>A last piece of context, because timing changes the value.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u5929<\/th>\n<th>Work<\/th>\n<th>Keyword role<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Planning day<\/td>\n<td><strong>Choosing the next three topics<\/strong><\/td>\n<td>Central<\/td>\n<\/tr>\n<tr>\n<td>Writing day<\/td>\n<td>Drafting and structuring<\/td>\n<td><strong>None at all<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Filming day<\/td>\n<td>Recording<\/td>\n<td>\u6ca1\u6709\u4efb\u4f55<\/td>\n<\/tr>\n<tr>\n<td>Editing day<\/td>\n<td>Cutting and polishing<\/td>\n<td>\u6ca1\u6709\u4efb\u4f55<\/td>\n<\/tr>\n<tr>\n<td>Publishing day<\/td>\n<td><strong>Title, thumbnail, description<\/strong><\/td>\n<td>Light touch<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Keyword work belongs on one day of five, at most.<\/p>\n<p><strong>Creators who spend more than that publish less and grow slower.<\/strong><\/p>\n<h3>The planning day habit<\/h3>\n<p>Batch every lookup into a single session each fortnight.<\/p>\n<p>Leaving the tool open all week invites constant second-guessing.<\/p>\n<p>A closed queue of decided topics protects your filming time.<\/p>\n<h3>The publishing day check<\/h3>\n<p>Confirm the phrase appears naturally in the title and opening line.<\/p>\n<p>Then stop. Further tinkering rarely changes anything measurable.<\/p>\n<p>Ship the video and spend the saved hour on the next one.<\/p>\n<h2>\u2753 \u5e38\u89c1\u95ee\u9898<\/h2>\n<h3>Does YouTube publish real search volume?<\/h3>\n<p>No. Every number in every tool is a model.<\/p>\n<p>They are useful for ranking phrases against each other, not as absolute truth.<\/p>\n<h3>Why do two tools show different volumes?<\/h3>\n<p>Because they use different models and different data sources.<\/p>\n<p>Treat the gap as a confidence range rather than an error.<\/p>\n<h3>Is a zero volume keyword worthless?<\/h3>\n<p>Not at all. It often means the topic is too new to model.<\/p>\n<p>If it autocompletes on YouTube, real people are typing it.<\/p>\n<h3>Do tags still affect ranking?<\/h3>\n<p>Very little. YouTube reads your audio and on-screen text directly.<\/p>\n<p>Add a few relevant ones and move on.<\/p>\n<h3>Should I put the keyword in the title exactly?<\/h3>\n<p>Include it naturally, but never at the cost of a clickable title.<\/p>\n<p>A clumsy exact-match title ranks and then gets ignored.<\/p>\n<h3>How many keywords should one video target?<\/h3>\n<p>One primary phrase, plus whatever related terms appear naturally.<\/p>\n<p>Trying to cover five dilutes all five.<\/p>\n<h3>Does Tube Magic include keyword research?<\/h3>\n<p>Yes, with unlimited lookups on its single $47 plan (Orbit River, 2026).<\/p>\n<p>There is no free tier, only a 30-day money-back guarantee.<\/p>\n<h3>Is vidIQ enough on the free plan?<\/h3>\n<p>For most channels publishing a few times a month, yes.<\/p>\n<p>The free tier includes scores, ideas and monthly AI credits.<\/p>\n<h3>How often should I redo keyword research?<\/h3>\n<p>Once per content batch, not once per video.<\/p>\n<p>Doing it more often mostly produces the same list again.<\/p>\n<h3>Does search volume matter more in some niches?<\/h3>\n<p>Yes, heavily. Tutorials, software and repair topics live on search.<\/p>\n<p>Commentary, vlogs and entertainment live on suggested feeds.<\/p>\n<h3>What single check improves results the most?<\/h3>\n<p>Looking at the real results page for your phrase.<\/p>\n<p>Nothing in any dashboard replaces seeing who currently ranks.<\/p>\n<h3>Do keywords matter for Shorts?<\/h3>\n<p>Far less. Shorts are distributed almost entirely through the feed.<\/p>\n<p>Write for the first two seconds instead of for a query.<\/p>\n<h3>Can I rank without any tool at all?<\/h3>\n<p>Yes. Autocomplete plus the results page covers the essentials.<\/p>\n<p>Paid tools mainly save time once you publish frequently.<\/p>\n<h2>\ud83d\udcda \u53c2\u8003\u8d44\u6599<\/h2>\n<p>\u4ea7\u54c1\u6d1e\u5bdf\u4eba\u5de5\u667a\u80fd\u3002\uff082026 \u5e74\uff09\u3002 <em>\u4ec0\u4e48\u662fTubeMagic\uff1f\u771f\u5b9e\u8bc4\u6d4b\u53ca\u4ef7\u683c<\/em>\u68c0\u7d22\u65e5\u671f\uff1a2026\u5e748\u670822\u65e5 <a href=\"https:\/\/productinsightai.com\/what-is-tubemagic-ai-review-pricing\/\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/productinsightai.com\/what-is-tubemagic-ai-review-pricing\/<\/a><\/p>\n<p>Futurepedia\u3002\uff082026\uff09\u3002 <em>TubeMagic AI \u8bc4\u6d4b\uff1a\u5e94\u7528\u6848\u4f8b\u3001\u5b9a\u4ef7\u53ca\u66ff\u4ee3\u65b9\u6848<\/em>\u68c0\u7d22\u65e5\u671f\uff1a2026\u5e748\u670822\u65e5 <a href=\"https:\/\/www.futurepedia.io\/tool\/tubemagic\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/www.futurepedia.io\/tool\/tubemagic<\/a><\/p>\n<p>\u8f68\u9053\u6cb3\u3002\uff082026\uff09\u3002 <em>Tube Magic 2026 \u5e74\u8bc4\u6d4b\uff1a\u52a9\u529b YouTube \u589e\u957f\u7684 AI \u5de5\u5177<\/em>\u68c0\u7d22\u65e5\u671f\uff1a2026\u5e748\u670822\u65e5 <a href=\"https:\/\/orbitriver.com\/tool\/tube-magic-ai-review-2026\/\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/orbitriver.com\/tool\/tube-magic-ai-review-2026\/<\/a><\/p>\n<p>OutlierKit\u3002\uff082026\uff09\u3002 <em>vidIQ \u4e0e TubeBuddy\uff1a\u529f\u80fd\u548c\u4ef7\u683c\u7ec6\u5206<\/em>\u68c0\u7d22\u65e5\u671f\uff1a2026\u5e748\u670822\u65e5 <a href=\"https:\/\/outlierkit.com\/resources\/vidiq-vs-tubebuddy\/\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/outlierkit.com\/resources\/vidiq-vs-tubebuddy\/<\/a><\/p>\n<p>\u5fd9\u788c\u5988\u5988\u7684\u526f\u4e1a\u3002\uff082026\uff09 <em>\u8bda\u5b9e\u7ba1\u9b54\u6cd5\u8bc4\u6d4b<\/em>\u68c0\u7d22\u65e5\u671f\uff1a2026\u5e748\u670822\u65e5 <a href=\"https:\/\/busymomsidehustle.com\/tube-magic-review\/\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/busymomsidehustle.com\/tube-magic-review\/<\/a><\/p>\n<p>Sanish Tech.\uff082026\uff09\u3002 <em>TubeMagic\u8bc4\u6d4b\uff1a\u529f\u80fd\u3001\u4ef7\u683c\u3001\u4f18\u7f3a\u70b9<\/em>\u68c0\u7d22\u65e5\u671f\uff1a2026\u5e748\u670822\u65e5 <a href=\"https:\/\/sanishtech.com\/reviews\/tubemagic-review\/\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/sanishtech.com\/reviews\/tubemagic-review\/<\/a><\/p>\n<h3>\u672c\u7ad9\u76f8\u5173\u9605\u8bfb<\/h3>\n<p>\u6211\u4eec\u7684 <a href=\"https:\/\/yamuparkoti.com\/tube-magic-review\/\">\u5b8c\u6574\u7684 Tube Magic \u8bc4\u8bba<\/a> covers the whole product. See also the <a href=\"https:\/\/yamuparkoti.com\/ai-tools-for-growing-youtube\/\">growth tools guide<\/a> \u548c\u6211\u4eec\u7684 <a href=\"https:\/\/yamuparkoti.com\/youtube-tools-for-small-channels\/\">small channel guide<\/a>. See also our <a href=\"https:\/\/yamuparkoti.com\/ai-video-ideas-generator\/\">\u60f3\u6cd5\u751f\u6210\u5668\u6307\u5357<\/a>.<\/p>\n<h3>\u5173\u4e8e\u6b64\u9875\u9762<\/h3>\n<p>This page earns affiliate commission and still recommends free tools for channels publishing infrequently. Prices and features were checked on August 22, 2026 and can change, so verify on the official pages before buying.<\/p>","protected":false},"excerpt":{"rendered":"<p>Disclosure: this page contains affiliate links. If you buy through one I earn a commission, at no extra cost to [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":5508,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_kadence_starter_templates_imported_post":false,"footnotes":""},"categories":[40],"tags":[],"class_list":["post-5509","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ecommerce-reviews"],"_links":{"self":[{"href":"https:\/\/yamuparkoti.com\/zh\/wp-json\/wp\/v2\/posts\/5509","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/yamuparkoti.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/yamuparkoti.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/yamuparkoti.com\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/yamuparkoti.com\/zh\/wp-json\/wp\/v2\/comments?post=5509"}],"version-history":[{"count":1,"href":"https:\/\/yamuparkoti.com\/zh\/wp-json\/wp\/v2\/posts\/5509\/revisions"}],"predecessor-version":[{"id":5535,"href":"https:\/\/yamuparkoti.com\/zh\/wp-json\/wp\/v2\/posts\/5509\/revisions\/5535"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/yamuparkoti.com\/zh\/wp-json\/wp\/v2\/media\/5508"}],"wp:attachment":[{"href":"https:\/\/yamuparkoti.com\/zh\/wp-json\/wp\/v2\/media?parent=5509"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/yamuparkoti.com\/zh\/wp-json\/wp\/v2\/categories?post=5509"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/yamuparkoti.com\/zh\/wp-json\/wp\/v2\/tags?post=5509"}],"curies":[{"name":"\u53ef\u6e7f\u6027\u7c89\u5242","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}