{"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-ilo-ai","status":"publish","type":"post","link":"https:\/\/yamuparkoti.com\/eo\/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=\"Bardiagramo montranta foliumi kaj sugestitajn fontojn kondukantajn plej multajn vidojn dum ser\u0109ado kondukas malplimulton\">\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\">Ser\u0109u<\/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>Nia <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=\"Diagramo kontrastanta poentadon de absoluta konkurenco kun poentado rilate al via kanalgrandeco\">\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>Tipo<\/th>\n<th>Example shape<\/th>\n<th>Kial \u011di funkcias<\/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>Ilo<\/th>\n<th>Keyword approach<\/th>\n<th>Kosto<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Tuba Magio<\/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>Nia <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>Pa\u015do<\/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>Nia <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>Via situacio<\/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>Nia <a href=\"https:\/\/yamuparkoti.com\/tube-magic-pricing-worth-it\/\">pricing breakdown<\/a> works that through fully.<\/p>\n<h3>La honesta rekomendo<\/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=\"Trink-diagramo ranganta alklak-indico, reteno, temopostulo kaj \u015dlosilvorto-volumo la\u016d influo sur video-rezulto\">\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>Scenejo<\/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 min<\/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>Tasko<\/th>\n<th>AI value<\/th>\n<th>Notoj<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Expanding a seed into phrases<\/td>\n<td><strong>Alta<\/strong><\/td>\n<td>Fast and genuinely varied<\/td>\n<\/tr>\n<tr>\n<td>Grouping phrases into clusters<\/td>\n<td><strong>Alta<\/strong><\/td>\n<td>Tedious work done instantly<\/td>\n<\/tr>\n<tr>\n<td>Drafting titles per keyword<\/td>\n<td>Meza<\/td>\n<td>Needs heavy editing<\/td>\n<\/tr>\n<tr>\n<td>Judging competition<\/td>\n<td><strong>Malalta<\/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>Neniu<\/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>Verdikto<\/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>Kreintoj eldonas \u0109iusemajne a\u016d pli, planante enhavon en aroj.<\/p>\n<p>\u0108e tiu volumeno la kreditlimoj fari\u011das vera malhelpo.<\/p>\n<p>Senlimaj ser\u0109oj kaj skriptoj tiam repagas 47 USD komforte (Orbit River, 2026).<\/p>\n<h3>Kiu ne devus<\/h3>\n<p>Iu ajn eldonanta unu-dufoje monate, senescepte.<\/p>\n<p>La senpagaj niveloj de vidIQ kaj TubeBuddy kovras tion komforte.<\/p>\n<p>Pagi nun a\u0109etas kapspacon, kiun vi ne tu\u015dos (Busy Mom Side Hustle, 2026).<\/p>\n<h3>La unu kutimo pli valora ol iu ajn ilo<\/h3>\n<p>Ser\u0109u vian frazon \u0109e Jutubo kaj studu la unuan pa\u011don.<\/p>\n<p>Na\u016ddek sekundoj da rigardado superas posttagmezon de instrumentpaneloj.<\/p>\n<p><strong>\u0108iu bona \u015dlosilvorta decido, kiun mi faris, komenci\u011dis tie.<\/strong><\/p>\n<h2>\ud83d\uddc2\ufe0f Kie \u015closilvorto-Esplorado Konvenas en Semajno<\/h2>\n<p>Lasta peco de kunteksto, \u0109ar la tempo \u015dan\u011das la valoron.<\/p>\n<table>\n<thead>\n<tr>\n<th>Tago<\/th>\n<th>Work<\/th>\n<th>\u015closilvorto rolo<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Plananta tago<\/td>\n<td><strong>Elektante la sekvajn tri temojn<\/strong><\/td>\n<td>Centra<\/td>\n<\/tr>\n<tr>\n<td>Tago de skribo<\/td>\n<td>Redaktado kaj strukturado<\/td>\n<td><strong>Tute neniu<\/strong><\/td>\n<\/tr>\n<tr>\n<td>Tago de filmado<\/td>\n<td>Registrado<\/td>\n<td>Neniu<\/td>\n<\/tr>\n<tr>\n<td>Tago de redaktado<\/td>\n<td>Tran\u0109ado kaj polurado<\/td>\n<td>Neniu<\/td>\n<\/tr>\n<tr>\n<td>Eldontago<\/td>\n<td><strong>Titolo, bildeto, priskribo<\/strong><\/td>\n<td>Malpeza tu\u015do<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u015closilvorto laboro apartenas al unu tago de kvin, maksimume.<\/p>\n<p><strong>Kreintoj kiuj elspezas pli ol tio publikigas malpli kaj kreskas pli malrapide.<\/strong><\/p>\n<h3>La planataga kutimo<\/h3>\n<p>Agrupu \u0109iun ser\u0109on en ununuran sesion \u0109iun dekkvinon.<\/p>\n<p>Lasi la ilon malfermita la tutan semajnon invitas konstantan duan divenon.<\/p>\n<p>Fermita vico de deciditaj temoj protektas vian filman tempon.<\/p>\n<h3>La eldontaga kontrolo<\/h3>\n<p>Konfirmu, ke la frazo aperas nature en la titolo kaj komenca linio.<\/p>\n<p>Tiam haltu. Plia tu\u015dado malofte \u015dan\u011das ion mezureblan.<\/p>\n<p>Sendu la videon kaj pasigu la konservitan horon en la sekva.<\/p>\n<h2>\u2753 Oftaj Demandoj<\/h2>\n<h3>Does YouTube publish real search volume?<\/h3>\n<p>No. Every number in every tool is a model.<\/p>\n<p>Ili utilas por rangigi frazojn unu kontra\u016d la alia, ne kiel absolutan veron.<\/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>Traktu la interspacon kiel konfidan gamon prefere ol eraron.<\/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>Se \u011di a\u016dtomate kompletigas en Jutubo, realaj homoj tajpas \u011din.<\/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>Aldonu kelkajn koncernajn kaj pluiru.<\/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>Mallerta \u011dusta-mat\u0109a titolo vicas kaj tiam estas ignorita.<\/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>Provante kovri kvin diluas \u0109iujn kvin.<\/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>Ne ekzistas senpaga nivelo, nur 30-taga mono-revena garantio.<\/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>La senpaga nivelo inkluzivas poentarojn, ideojn kaj monatajn AI-kreditojn.<\/p>\n<h3>How often should I redo keyword research?<\/h3>\n<p>Once per content batch, not once per video.<\/p>\n<p>Fari \u011din pli ofte plejparte produktas la saman liston denove.<\/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>Komentario, vlogs kaj distro vivas sur proponitaj fluoj.<\/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>Nenio en iu panelo anstata\u016digas vidi, kiu nuntempe vicas.<\/p>\n<h3>Do keywords matter for Shorts?<\/h3>\n<p>Far less. Shorts are distributed almost entirely through the feed.<\/p>\n<p>Skribu dum la unuaj du sekundoj anstata\u016d por demando.<\/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>Pagitaj iloj \u0109efe \u015dparas tempon post kiam vi publikigas ofte.<\/p>\n<h2>\ud83d\udcda Referencoj<\/h2>\n<p>Produkta Kompreno pri AI. (2026). <em>Kio estas TubeMagic? Honesta recenzo kaj prezoj<\/em>Prenite la 22-an de a\u016dgusto 2026, de <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>Estontecopedio. (2026). <em>Recenzoj pri TubeMagic AI: uzkazoj, prezoj kaj alternativoj<\/em>Prenite la 22-an de a\u016dgusto 2026, de <a href=\"https:\/\/www.futurepedia.io\/tool\/tubemagic\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/www.futurepedia.io\/tool\/tubemagic<\/a><\/p>\n<p>Orbita Rivero. (2026). <em>Recenzo de Tube Magic 2026: AI-iloj por YouTube-kresko<\/em>Prenite la 22-an de a\u016dgusto 2026, de <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. (2026). <em>vidIQ vs TubeBuddy: funkcioj kaj prezoj<\/em>Prenite la 22-an de a\u016dgusto 2026, de <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>Okupata Patrina Flanka Okupo. (2026). <em>Recenzo de Honest Tube Magic<\/em>Prenite la 22-an de a\u016dgusto 2026, de <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. (2026). <em>Recenzo de TubeMagic: funkcioj, prezoj, avanta\u011doj kaj malavanta\u011doj<\/em>Prenite la 22-an de a\u016dgusto 2026, de <a href=\"https:\/\/sanishtech.com\/reviews\/tubemagic-review\/\" rel=\"nofollow noopener\" target=\"_blank\">https:\/\/sanishtech.com\/reviews\/tubemagic-review\/<\/a><\/p>\n<h3>Rilata legado en \u0109i tiu retejo<\/h3>\n<p>Nia <a href=\"https:\/\/yamuparkoti.com\/tube-magic-review\/\">plena recenzo de Tube Magic<\/a> kovras la tutan produkton. Vidu anka\u016d la <a href=\"https:\/\/yamuparkoti.com\/ai-tools-for-growing-youtube\/\">growth tools guide<\/a> and our <a href=\"https:\/\/yamuparkoti.com\/youtube-tools-for-small-channels\/\">small channel guide<\/a>. Vidu anka\u016d nian <a href=\"https:\/\/yamuparkoti.com\/ai-video-ideas-generator\/\">idea generator guide<\/a>.<\/p>\n<h3>Pri \u0109i tiu pa\u011do<\/h3>\n<p>\u0108i tiu pa\u011do gajnas filian komisionon kaj ankora\u016d rekomendas senpagajn ilojn por kanaloj eldonantaj malofte. Prezoj kaj funkcioj estis kontrolitaj la 22-an de a\u016dgusto 2026 kaj povas \u015dan\u011di\u011di, do kontrolu sur la oficialaj pa\u011doj anta\u016d a\u0109eti.<\/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\/eo\/wp-json\/wp\/v2\/posts\/5509","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/yamuparkoti.com\/eo\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/yamuparkoti.com\/eo\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/yamuparkoti.com\/eo\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/yamuparkoti.com\/eo\/wp-json\/wp\/v2\/comments?post=5509"}],"version-history":[{"count":1,"href":"https:\/\/yamuparkoti.com\/eo\/wp-json\/wp\/v2\/posts\/5509\/revisions"}],"predecessor-version":[{"id":5535,"href":"https:\/\/yamuparkoti.com\/eo\/wp-json\/wp\/v2\/posts\/5509\/revisions\/5535"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/yamuparkoti.com\/eo\/wp-json\/wp\/v2\/media\/5508"}],"wp:attachment":[{"href":"https:\/\/yamuparkoti.com\/eo\/wp-json\/wp\/v2\/media?parent=5509"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/yamuparkoti.com\/eo\/wp-json\/wp\/v2\/categories?post=5509"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/yamuparkoti.com\/eo\/wp-json\/wp\/v2\/tags?post=5509"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}