[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-303c879de2151da0-ai-visibility-scores-demand-live-llm-queries-summary":3,"summaries-facets-categories":213,"summary-related-303c879de2151da0-ai-visibility-scores-demand-live-llm-queries-summary":3798},{"id":4,"title":5,"ai":6,"body":13,"categories":165,"created_at":167,"date_modified":167,"description":156,"extension":168,"faq":167,"featured":169,"kicker_label":167,"meta":170,"navigation":194,"path":195,"published_at":196,"question":167,"scraped_at":197,"seo":198,"sitemap":199,"source_id":200,"source_name":201,"source_type":202,"source_url":203,"stem":204,"tags":205,"thumbnail_url":167,"tldr":210,"tweet":167,"unknown_tags":211,"__hash__":212},"summaries\u002Fsummaries\u002F303c879de2151da0-ai-visibility-scores-demand-live-llm-queries-summary.md","AI Visibility Scores Demand Live LLM Queries",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",8675,2592,31249,0.00300865,{"type":14,"value":15,"toc":155},"minimark",[16,21,25,28,34,38,41,76,79,82,86,89,92,97,101,104,107,112,116,119,122,127,131],[17,18,20],"h2",{"id":19},"static-analysis-is-a-hypothesis-not-measurement","Static Analysis Is a Hypothesis, Not Measurement",[22,23,24],"p",{},"Traditional SEO tools excel at crawling sites for keyword density, backlinks, page speed, and schema markup—inputs optimized for Google's static index. But AI search from ChatGPT, Perplexity, Claude, and Gemini is non-deterministic: outputs blend training data, retrieval-augmented generation (RAG), and conversational context, none observable from your domain. Repackaged \"AI SEO\" or GEO tools add checks for llms.txt, robots.txt, and structured data but never query LLMs. They produce scores correlating loosely with visibility but can't confirm if models cite your brand for customer prompts like \"best B2B email tools.\"",[22,26,27],{},"Pixelmojo draws a hard line: without live LLM queries in the last 24 hours, your score is fiction. Static tools control what you own (your site) at low cost (cents per audit) but miss hallucinations, competitor citations, and share of voice (SOV). Live queries cost dollars in tokens, run against model APIs, and deliver facts on outputs buyers see.",[29,30,31],"blockquote",{},[22,32,33],{},"“If your tool has not actually queried an LLM, it cannot tell you what the LLM thinks. Everything else is a proxy that may or may not correlate.” (Pixelmojo Radar engineering principle—highlights why static scores mislead as AI search matures.)",[17,35,37],{"id":36},"five-live-dimensions-unlock-true-insights","Five Live Dimensions Unlock True Insights",[22,39,40],{},"Live queries answer business-critical questions static analysis can't:",[42,43,44,52,58,64,70],"ol",{},[45,46,47,51],"li",{},[48,49,50],"strong",{},"Citation Tracking",": For category prompts (e.g., \"best B2B email tools\"), track if your brand appears across models and prompt variations. Aggregate citation rates control for output noise.",[45,53,54,57],{},[48,55,56],{},"Citation Testing",": Test if specific pages (e.g., your definitive guide) get cited for target questions. Models often pick competitors instead.",[45,59,60,63],{},[48,61,62],{},"Source Influence",": Identify 3-4 domains dominating narratives (e.g., \"leading vendors in X\"). Competitor content farms can skew this.",[45,65,66,69],{},[48,67,68],{},"Prompt SOV",": Percentage of brand mentions across customer-like prompts—the AI equivalent of traditional media share of voice, ideal for trend tracking.",[45,71,72,75],{},[48,73,74],{},"Hallucination Detection",": Catch false claims on pricing, features, or existence. Proactive monitoring prevents customer surprises.",[22,77,78],{},"These comprise 43% of Pixelmojo Radar's 12-dimension weighting (10% Citation Tracker, 8% Citation Tester, 8% Source Influence, 8% Prompt SOV, 9% Hallucination Check). Static dimensions (57% weight) verify ingestibility: AI Crawl Check (10%), Robots.txt (8%), llms.txt (8%), AI Readiness (10%), AEO Page Auditor (8%), Schema Audit (8%), Reddit Monitor (5%). Full audits blend both; static-only caps at ~60\u002F100.",[22,80,81],{},"Reliability comes from aggregating: same prompt 3x across 4 models yields stable signals. Brands either dominate consistently or vanish.",[17,83,85],{"id":84},"_77-audits-reveal-an-immature-field","77 Audits Reveal an Immature Field",[22,87,88],{},"Pixelmojo's 77 live audits (Jan 2026 onward, 6 industries: B2B SaaS to e-commerce) average 45\u002F100. Distribution is flat (C\u002FD grades dominate); only 2 (2.6%) hit A (top: 92\u002F100). Category leaders score middling; industry gaps average 16 points (top: 53\u002F100, bottom: 37\u002F100). No saturation—top decile needs just B grade (~70\u002F100).",[22,90,91],{},"Early movers gain fast: deliberate work shifts domains to top quartile in 90 days. Failing scores aren't from poor sites but unadapted playbooks. Static proxies inflate perceptions; live data shows fragmented visibility.",[29,93,94],{},[22,95,96],{},"“The competitive frontier is not 'be best in class.' It is 'do the work that nobody is doing yet.'” (From Pixelmojo's 77-audit analysis—counters assumptions of saturated SEO, emphasizing untapped AI opportunities.)",[17,98,100],{"id":99},"funnel-collapse-demands-continuous-monitoring","Funnel Collapse Demands Continuous Monitoring",[22,102,103],{},"AI shifts B2B buying: buyers query models first, pasting responses to Slack. Funnel shrinks from visibility → click → evaluation → decision to prompt → response → decision. If absent from outputs, you're invisible pre-website.",[22,105,106],{},"Winners audit monthly (weekly in competitive niches), track citations\u002Fhallucinations, iterate content on 6-week cycles via schema\u002Fllms.txt. Laggards cling to legacy dashboards, wasting ad spend on fading keywords. Model drift requires frequent snapshots; 6-month-old data fails.",[29,108,109],{},[22,110,111],{},"“AI search did not replace Google. It collapsed the funnel. If your brand is not inside the model response, the buyer never reaches the part of the funnel where your website mattered.” (Field observation from 77 audits—explains why visibility is now make-or-break for shortlists.)",[17,113,115],{"id":114},"vendor-test-live-queries-or-bust","Vendor Test: Live Queries or Bust",[22,117,118],{},"Differentiate tools by one question: \"Does it query ChatGPT\u002FPerplexity\u002FClaude\u002FGemini live?\" True platforms (like Radar) parallel API calls, publish methodology\u002Fweighting for transparency. Static vendors pivot to \"coverage\" or \"proprietary algorithms\"—the dodge signals proxies.",[22,120,121],{},"Economics differ: static scales freemium cheaply; live demands API budgets (Radar: audits from $5, Pro $199\u002Fmo). Hiding math inflates weak scores.",[29,123,124],{},[22,125,126],{},"“Transparent methodology is a competitive moat in this category. Hiding the math is how vendors inflate scores when the underlying measurement is weak.” (Pixelmojo product principle—advises buyers to demand verifiable scoring.)",[17,128,130],{"id":129},"key-takeaways","Key Takeaways",[132,133,134,137,140,143,146,149,152],"ul",{},[45,135,136],{},"Run live queries across ChatGPT, Perplexity, Claude, Gemini for citation tracking, testing, source influence, prompt SOV, and hallucinations—static schema\u002Fllms.txt is necessary but insufficient.",[45,138,139],{},"Target 70\u002F100 for top 10% (avg 45\u002F100 per 77 audits); blend 7 static + 5 live dimensions weighted transparently.",[45,141,142],{},"Audit monthly minimum (weekly competitive); aggregate 3 runs\u002Fprompt x 4 models for reliable signals.",[45,144,145],{},"Prioritize prompt SOV as leading indicator; fix gaps via content\u002Fschema in 6-week cycles.",[45,147,148],{},"Test vendors: live API proof > dashboards; proxies mislead as AI search matures.",[45,150,151],{},"Exploit immaturity—B grades beat leaders today; 90-day work yields quartile jumps.",[45,153,154],{},"Monitor for funnel collapse: AI outputs gate shortlists before site visits.",{"title":156,"searchDepth":157,"depth":157,"links":158},"",2,[159,160,161,162,163,164],{"id":19,"depth":157,"text":20},{"id":36,"depth":157,"text":37},{"id":84,"depth":157,"text":85},{"id":99,"depth":157,"text":100},{"id":114,"depth":157,"text":115},{"id":129,"depth":157,"text":130},[166],"Marketing & Growth",null,"md",false,{"content_references":171,"triage":189},[172,177,182,186],{"type":173,"title":174,"url":175,"context":176},"report","State of AI Visibility 2026 benchmark report","https:\u002F\u002Fwww.pixelmojo.io\u002Fblogs\u002Fstate-of-ai-visibility-2026-benchmarks-60-domain-audits","cited",{"type":178,"title":179,"url":180,"context":181},"tool","Radar Platform","https:\u002F\u002Fwww.pixelmojo.io\u002Fplatform","mentioned",{"type":183,"title":184,"url":185,"context":181},"other","Radar methodology page","https:\u002F\u002Fwww.pixelmojo.io\u002Fplatform\u002Fmethodology",{"type":183,"title":187,"url":188,"context":181},"Live dashboard","https:\u002F\u002Fwww.pixelmojo.io\u002Flabs\u002Fstate-of-ai-visibility-2026",{"relevance":190,"novelty":191,"quality":191,"actionability":191,"composite":192,"reasoning":193},5,4,4.35,"Category: Marketing & Growth. The article discusses the limitations of traditional SEO tools and emphasizes the need for live LLM queries to accurately measure brand visibility, addressing a key pain point for product builders in understanding AI's impact on marketing. It provides actionable insights on how to implement live queries for citation tracking and testing, making it relevant and practical.",true,"\u002Fsummaries\u002F303c879de2151da0-ai-visibility-scores-demand-live-llm-queries-summary","2026-05-05 00:00:00","2026-05-08 15:37:49",{"title":5,"description":156},{"loc":195},"303c879de2151da0","Pixelmojo","article","https:\u002F\u002Fwww.pixelmojo.io\u002Fblogs\u002Fai-visibility-score-needs-live-llm-queries","summaries\u002F303c879de2151da0-ai-visibility-scores-demand-live-llm-queries-summary",[206,207,208,209],"seo","ai-tools","marketing","content-marketing","Most AI SEO tools use static proxies like schema checks, but true visibility requires live queries to ChatGPT, Perplexity, Claude, and Gemini to see what models actually output about your brand.",[],"rsUG9OIGlg9rZuLYA2Dsp41UljJYUhwyt_iahIjcj-Y",[214,217,220,223,226,229,231,233,235,237,239,241,244,246,248,250,252,254,256,258,260,262,265,268,270,272,275,277,279,281,283,285,287,289,291,293,295,297,299,301,303,305,307,309,311,313,315,317,319,321,323,325,327,329,331,333,335,337,339,341,343,345,347,349,351,353,355,357,359,361,363,365,367,369,371,373,375,377,379,381,383,385,387,389,391,393,395,397,399,401,403,405,407,409,411,413,415,417,419,421,423,425,427,429,431,433,435,437,439,441,443,445,447,449,451,453,455,457,459,461,463,465,467,469,471,473,475,477,479,481,483,485,487,489,491,493,495,497,499,501,503,505,507,509,511,513,515,517,519,521,523,525,527,529,531,533,535,538,540,542,544,546,548,550,552,554,556,558,560,562,564,566,568,570,572,574,576,578,580,582,584,586,588,590,592,594,596,598,600,602,604,606,608,610,612,614,616,618,620,622,624,626,628,630,632,634,636,638,640,642,644,646,648,650,652,654,656,658,660,662,664,666,668,670,672,674,676,678,680,682,684,686,688,690,692,694,696,698,700,702,704,706,708,710,712,714,716,718,720,722,724,726,728,730,732,734,736,738,740,742,744,746,748,750,752,754,756,758,760,762,764,766,768,770,772,774,776,778,780,782,784,786,788,790,792,794,796,798,800,802,804,806,808,810,812,814,816,818,820,822,824,826,828,830,832,834,836,838,840,842,844,846,848,850,852,854,856,858,860,862,864,866,868,870,872,874,876,878,880,882,884,886,888,890,892,894,896,898,900,902,904,906,908,910,912,914,916,918,920,922,924,926,928,930,932,934,936,938,940,942,944,946,948,950,952,954,956,958,960,962,964,966,968,970,972,974,976,978,980,982,984,986,988,990,992,994,996,998,1000,1002,1004,1006,1008,1010,1012,1014,1016,1018,1020,1022,1024,1026,1028,1030,1032,1034,1036,1038,1040,1042,1044,1046,1048,1050,1052,1054,1056,1058,1060,1062,1064,1066,1068,1070,1072,1074,1076,1078,1080,1082,1084,1086,1088,1090,1092,1094,1096,1098,1100,1102,1104,1106,1108,1110,1112,1114,1116,1118,1120,1122,1124,1126,1128,1130,1132,1134,1136,1138,1140,1142,1144,1146,1148,1150,1152,1154,1156,1158,1160,1162,1164,1166,1168,1170,1172,1174,1176,1178,1180,1182,1184,1186,1188,1190,1192,1194,1196,1198,1200,1202,1204,1206,1208,1210,1212,1214,1216,1218,1220,1222,1224,1226,1228,1230,1232,1234,1236,1238,1240,1242,1244,1246,1248,1250,1252,1254,1256,1258,1260,1262,1264,1266,1268,1270,1272,1274,1276,1278,1280,1282,1284,1286,1288,1290,1292,1294,1296,1298,1300,1302,1304,1306,1308,1310,1312,1314,1316,1318,1320,1322,1324,1326,1328,1330,1332,1334,1336,1338,1340,1342,1344,1346,1348,1350,1352,1354,1356,1358,1360,1362,1364,1366,1368,1370,1372,1374,1376,1378,1380,1382,1384,1386,1388,1390,1392,1394,1396,1398,1400,1402,1404,1406,1408,1410,1412,1414,1416,1418,1420,1422,1424,1426,1428,1430,1432,1434,1436,1438,1440,1442,1444,1446,1448,1450,1452,1454,1456,1458,1460,1462,1464,1466,1468,1470,1472,1474,1476,1478,1480,1482,1484,1486,1488,1490,1492,1494,1496,1498,1500,1502,1504,1506,1508,1510,1512,1514,1516,1518,1520,1522,1524,1526,1528,1530,1532,1534,1536,1538,1540,1542,1544,1546,1548,1550,1552,1554,1556,1558,1560,1562,1564,1566,1568,1570,1572,1574,1576,1578,1580,1582,1584,1586,1588,1590,1592,1594,1596,1598,1600,1602,1604,1606,1608,1610,1612,1614,1616,1618,1620,1622,1624,1626,1628,1630,1632,1634,1636,1638,1640,1642,1644,1646,1648,1650,1652,1654,1656,1658,1660,1662,1664,1666,1668,1670,1672,1674,1676,1678,1680,1682,1684,1686,1688,1690,1692,1694,1696,1698,1700,1702,1704,1706,1708,1710,1712,1714,1716,1718,1720,1722,1724,1726,1728,1730,1732,1734,1736,1738,1740,1742,1744,1746,1748,1750,1752,1754,1756,1758,1760,1762,1764,1766,1768,1770,1772,1774,1776,1778,1780,1782,1784,1786,1788,1790,1792,1794,1796,1798,1800,1802,1804,1806,1808,1810,1812,1814,1816,1818,1820,1822,1824,1826,1828,1830,1832,1834,1836,1838,1840,1842,1844,1846,1848,1850,1852,1854,1856,1858,1860,1862,1864,1866,1868,1870,1872,1874,1876,1878,1880,1882,1884,1886,1888,1890,1892,1894,1896,1898,1900,1902,1904,1906,1908,1910,1912,1914,1916,1918,1920,1922,1924,1926,1928,1930,1932,1934,1936,1938,1940,1942,1944,1946,1948,1950,1952,1954,1956,1958,1960,1962,1964,1966,1968,1970,1972,1974,1976,1978,1980,1982,1984,1986,1988,1990,1992,1994,1996,1998,2000,2002,2004,2006,2008,2010,2012,2014,2016,2018,2020,2022,2024,2026,2028,2030,2032,2034,2036,2038,2040,2042,2044,2046,2048,2050,2052,2054,2056,2058,2060,2062,2064,2066,2068,2070,2072,2074,2076,2078,2080,2082,2084,2086,2088,2090,2092,2094,2096,2098,2100,2102,2104,2106,2108,2110,2112,2114,2116,2118,2120,2122,2124,2126,2128,2130,2132,2134,2136,2138,2140,2142,2144,2146,2148,2150,2152,2154,2156,2158,2160,2162,2164,2166,2168,2170,2172,2174,2176,2178,2180,2182,2184,2186,2188,2190,2192,2194,2196,2198,2200,2202,2204,2206,2208,2210,2212,2214,2216,2218,2220,2222,2224,2226,2228,2230,2232,2234,2236,2238,2240,2242,2244,2246,2248,2250,2252,2254,2256,2258,2260,2262,2264,2266,2268,2270,2272,2274,2276,2278,2280,2282,2284,2286,2288,2290,2292,2294,2296,2298,2300,2302,2304,2306,2308,2310,2312,2314,2316,2318,2320,2322,2324,2326,2328,2330,2332,2334,2336,2338,2340,2342,2344,2346,2348,2350,2352,2354,2356,2358,2360,2362,2364,2366,2368,2370,2372,2374,2376,2378,2380,2382,2384,2386,2388,2390,2392,2394,2396,2398,2400,2402,2404,2406,2408,2410,2412,2414,2416,2418,2420,2422,2424,2426,2428,2430,2432,2434,2436,2438,2440,2442,2444,2446,2448,2450,2452,2454,2456,2458,2460,2462,2464,2466,2468,2470,2472,2474,2476,2478,2480,2482,2484,2486,2488,2490,2492,2494,2496,2498,2500,2502,2504,2506,2508,2510,2512,2514,2516,2518,2520,2522,2524,2526,2528,2530,2532,2534,2536,2538,2540,2542,2544,2546,2548,2550,2552,2554,2556,2558,2560,2562,2564,2566,2568,2570,2572,2574,2576,2578,2580,2582,2584,2586,2588,2590,2592,2594,2596,2598,2600,2602,2604,2606,2608,2610,2612,2614,2616,2618,2620,2622,2624,2626,2628,2630,2632,2634,2636,2638,2640,2642,2644,2646,2648,2650,2652,2654,2656,2658,2660,2662,2664,2666,2668,2670,2672,2674,2676,2678,2680,2682,2684,2686,2688,2690,2692,2694,2696,2698,2700,2702,2704,2706,2708,2710,2712,2714,2716,2718,2720,2722,2724,2726,2728,2730,2732,2734,2736,2738,2740,2742,2744,2746,2748,2750,2752,2754,2756,2758,2760,2762,2764,2766,2768,2770,2772,2774,2776,2778,2780,2782,2784,2786,2788,2790,2792,2794,2796,2798,2800,2802,2804,2806,2808,2810,2812,2814,2816,2818,2820,2822,2824,2826,2828,2830,2832,2834,2836,2838,2840,2842,2844,2846,2848,2850,2852,2854,2856,2858,2860,2862,2864,2866,2868,2870,2872,2874,2876,2878,2880,2882,2884,2886,2888,2890,2892,2894,2896,2898,2900,2902,2904,2906,2908,2910,2912,2914,2916,2918,2920,2922,2924,2926,2928,2930,2932,2934,2936,2938,2940,2942,2944,2946,2948,2950,2952,2954,2956,2958,2960,2962,2964,2966,2968,2970,2972,2974,2976,2978,2980,2982,2984,2986,2988,2990,2992,2994,2996,2998,3000,3002,3004,3006,3008,3010,3012,3014,3016,3018,3020,3022,3024,3026,3028,3030,3032,3034,3036,3038,3040,3042,3044,3046,3048,3050,3052,3054,3056,3058,3060,3062,3064,3066,3068,3070,3072,3074,3076,3078,3080,3082,3084,3086,3088,3090,3092,3094,3096,3098,3100,3102,3104,3106,3108,3110,3112,3114,3116,3118,3120,3122,3124,3126,3128,3130,3132,3134,3136,3138,3140,3142,3144,3146,3148,3150,3152,3154,3156,3158,3160,3162,3164,3166,3168,3170,3172,3174,3176,3178,3180,3182,3184,3186,3188,3190,3192,3194,3196,3198,3200,3202,3204,3206,3208,3210,3212,3214,3216,3218,3220,3222,3224,3226,3228,3230,3232,3234,3236,3238,3240,3242,3244,3246,3248,3250,3252,3254,3256,3258,3260,3262,3264,3266,3268,3270,3272,3274,3276,3278,3280,3282,3284,3286,3288,3290,3292,3294,3296,3298,3300,3302,3304,3306,3308,3310,3312,3314,3316,3318,3320,3322,3324,3326,3328,3330,3332,3334,3336,3338,3340,3342,3344,3346,3348,3350,3352,3354,3356,3358,3360,3362,3364,3366,3368,3370,3372,3374,3376,3378,3380,3382,3384,3386,3388,3390,3392,3394,3396,3398,3400,3402,3404,3406,3408,3410,3412,3414,3416,3418,3420,3422,3424,3426,3428,3430,3432,3434,3436,3438,3440,3442,3444,3446,3448,3450,3452,3454,3456,3458,3460,3462,3464,3466,3468,3470,3472,3474,3476,3478,3480,3482,3484,3486,3488,3490,3492,3494,3496,3498,3500,3502,3504,3506,3508,3510,3512,3514,3516,3518,3520,3522,3524,3526,3528,3530,3532,3534,3536,3538,3540,3542,3544,3546,3548,3550,3552,3554,3556,3558,3560,3562,3564,3566,3568,3570,3572,3574,3576,3578,3580,3582,3584,3586,3588,3590,3592,3594,3596,3598,3600,3602,3604,3606,3608,3610,3612,3614,3616,3618,3620,3622,3624,3626,3628,3630,3632,3634,3636,3638,3640,3642,3644,3646,3648,3650,3652,3654,3656,3658,3660,3662,3664,3666,3668,3670,3672,3674,3676,3678,3680,3682,3684,3686,3688,3690,3692,3694,3696,3698,3700,3702,3704,3706,3708,3710,3712,3714,3716,3718,3720,3722,3724,3726,3728,3730,3732,3734,3736,3738,3740,3742,3744,3746,3748,3750,3752,3754,3756,3758,3760,3762,3764,3766,3768,3770,3772,3774,3776,3778,3780,3782,3784,3786,3788,3790,3792,3794,3796],{"categories":215},[216],"Developer Productivity",{"categories":218},[219],"Business & SaaS",{"categories":221},[222],"AI & LLMs",{"categories":224},[225],"AI Automation",{"categories":227},[228],"Product Strategy",{"categories":230},[222],{"categories":232},[216],{"categories":234},[219],{"categories":236},[],{"categories":238},[222],{"categories":240},[],{"categories":242},[243],"AI News & Trends",{"categories":245},[225],{"categories":247},[243],{"categories":249},[225],{"categories":251},[225],{"categories":253},[222],{"categories":255},[222],{"categories":257},[243],{"categories":259},[222],{"categories":261},[],{"categories":263},[264],"Design & Frontend",{"categories":266},[267],"Data Science & Visualization",{"categories":269},[243],{"categories":271},[],{"categories":273},[274],"Software Engineering",{"categories":276},[222],{"categories":278},[225],{"categories":280},[166],{"categories":282},[222],{"categories":284},[225],{"categories":286},[],{"categories":288},[],{"categories":290},[264],{"categories":292},[225],{"categories":294},[216],{"categories":296},[264],{"categories":298},[222],{"categories":300},[225],{"categories":302},[243],{"categories":304},[],{"categories":306},[],{"categories":308},[225],{"categories":310},[274],{"categories":312},[],{"categories":314},[219],{"categories":316},[],{"categories":318},[],{"categories":320},[225],{"categories":322},[225],{"categories":324},[222],{"categories":326},[],{"categories":328},[274],{"categories":330},[],{"categories":332},[],{"categories":334},[],{"categories":336},[222],{"categories":338},[166],{"categories":340},[264],{"categories":342},[264],{"categories":344},[222],{"categories":346},[225],{"categories":348},[222],{"categories":350},[222],{"categories":352},[225],{"categories":354},[225],{"categories":356},[267],{"categories":358},[243],{"categories":360},[225],{"categories":362},[166],{"categories":364},[225],{"categories":366},[228],{"categories":368},[],{"categories":370},[225],{"categories":372},[],{"categories":374},[225],{"categories":376},[274],{"categories":378},[264],{"categories":380},[222],{"categories":382},[],{"categories":384},[],{"categories":386},[225],{"categories":388},[],{"categories":390},[222],{"categories":392},[],{"categories":394},[216],{"categories":396},[274],{"categories":398},[219],{"categories":400},[243],{"categories":402},[222],{"categories":404},[],{"categories":406},[222],{"categories":408},[],{"categories":410},[274],{"categories":412},[267],{"categories":414},[],{"categories":416},[222],{"categories":418},[264],{"categories":420},[],{"categories":422},[264],{"categories":424},[225],{"categories":426},[],{"categories":428},[225],{"categories":430},[243],{"categories":432},[219],{"categories":434},[222],{"categories":436},[],{"categories":438},[225],{"categories":440},[222],{"categories":442},[228],{"categories":444},[],{"categories":446},[222],{"categories":448},[225],{"categories":450},[225],{"categories":452},[],{"categories":454},[267],{"categories":456},[222],{"categories":458},[],{"categories":460},[216],{"categories":462},[219],{"categories":464},[222],{"categories":466},[225],{"categories":468},[274],{"categories":470},[222],{"categories":472},[],{"categories":474},[],{"categories":476},[222],{"categories":478},[],{"categories":480},[264],{"categories":482},[],{"categories":484},[222],{"categories":486},[],{"categories":488},[225],{"categories":490},[222],{"categories":492},[264],{"categories":494},[],{"categories":496},[222],{"categories":498},[222],{"categories":500},[219],{"categories":502},[225],{"categories":504},[222],{"categories":506},[264],{"categories":508},[225],{"categories":510},[],{"categories":512},[],{"categories":514},[243],{"categories":516},[],{"categories":518},[222],{"categories":520},[219,166],{"categories":522},[],{"categories":524},[222],{"categories":526},[],{"categories":528},[],{"categories":530},[222],{"categories":532},[],{"categories":534},[222],{"categories":536},[537],"DevOps & Cloud",{"categories":539},[],{"categories":541},[243],{"categories":543},[264],{"categories":545},[],{"categories":547},[243],{"categories":549},[243],{"categories":551},[222],{"categories":553},[166],{"categories":555},[],{"categories":557},[219],{"categories":559},[],{"categories":561},[222,537],{"categories":563},[222],{"categories":565},[222],{"categories":567},[225],{"categories":569},[222,274],{"categories":571},[267],{"categories":573},[222],{"categories":575},[166],{"categories":577},[225],{"categories":579},[225],{"categories":581},[],{"categories":583},[225],{"categories":585},[222,219],{"categories":587},[],{"categories":589},[264],{"categories":591},[264],{"categories":593},[],{"categories":595},[],{"categories":597},[243],{"categories":599},[],{"categories":601},[216],{"categories":603},[274],{"categories":605},[222],{"categories":607},[264],{"categories":609},[225],{"categories":611},[274],{"categories":613},[243],{"categories":615},[264],{"categories":617},[],{"categories":619},[222],{"categories":621},[222],{"categories":623},[222],{"categories":625},[243],{"categories":627},[216],{"categories":629},[222],{"categories":631},[225],{"categories":633},[537],{"categories":635},[264],{"categories":637},[225],{"categories":639},[],{"categories":641},[],{"categories":643},[264],{"categories":645},[243],{"categories":647},[267],{"categories":649},[],{"categories":651},[222],{"categories":653},[222],{"categories":655},[219],{"categories":657},[222],{"categories":659},[222],{"categories":661},[243],{"categories":663},[],{"categories":665},[225],{"categories":667},[274],{"categories":669},[],{"categories":671},[222],{"categories":673},[222],{"categories":675},[225],{"categories":677},[],{"categories":679},[],{"categories":681},[222],{"categories":683},[],{"categories":685},[219],{"categories":687},[225],{"categories":689},[],{"categories":691},[216],{"categories":693},[222],{"categories":695},[219],{"categories":697},[243],{"categories":699},[],{"categories":701},[],{"categories":703},[],{"categories":705},[243],{"categories":707},[243],{"categories":709},[],{"categories":711},[],{"categories":713},[219],{"categories":715},[],{"categories":717},[],{"categories":719},[216],{"categories":721},[],{"categories":723},[166],{"categories":725},[225],{"categories":727},[219],{"categories":729},[225],{"categories":731},[274],{"categories":733},[],{"categories":735},[228],{"categories":737},[264],{"categories":739},[274],{"categories":741},[222],{"categories":743},[225],{"categories":745},[219],{"categories":747},[222],{"categories":749},[],{"categories":751},[],{"categories":753},[274],{"categories":755},[267],{"categories":757},[228],{"categories":759},[225],{"categories":761},[222],{"categories":763},[],{"categories":765},[537],{"categories":767},[],{"categories":769},[225],{"categories":771},[],{"categories":773},[],{"categories":775},[222],{"categories":777},[264],{"categories":779},[166],{"categories":781},[225],{"categories":783},[],{"categories":785},[216],{"categories":787},[],{"categories":789},[243],{"categories":791},[222,537],{"categories":793},[243],{"categories":795},[222],{"categories":797},[219],{"categories":799},[222],{"categories":801},[],{"categories":803},[219],{"categories":805},[],{"categories":807},[274],{"categories":809},[264],{"categories":811},[243],{"categories":813},[267],{"categories":815},[216],{"categories":817},[222],{"categories":819},[274],{"categories":821},[],{"categories":823},[],{"categories":825},[228],{"categories":827},[],{"categories":829},[222],{"categories":831},[],{"categories":833},[264],{"categories":835},[264],{"categories":837},[264],{"categories":839},[],{"categories":841},[],{"categories":843},[243],{"categories":845},[225],{"categories":847},[222],{"categories":849},[222],{"categories":851},[222],{"categories":853},[219],{"categories":855},[222],{"categories":857},[],{"categories":859},[274],{"categories":861},[274],{"categories":863},[219],{"categories":865},[],{"categories":867},[222],{"categories":869},[222],{"categories":871},[219],{"categories":873},[243],{"categories":875},[166],{"categories":877},[225],{"categories":879},[],{"categories":881},[264],{"categories":883},[],{"categories":885},[222],{"categories":887},[],{"categories":889},[219],{"categories":891},[225],{"categories":893},[],{"categories":895},[537],{"categories":897},[267],{"categories":899},[274],{"categories":901},[166],{"categories":903},[274],{"categories":905},[225],{"categories":907},[],{"categories":909},[],{"categories":911},[225],{"categories":913},[216],{"categories":915},[225],{"categories":917},[228],{"categories":919},[219],{"categories":921},[],{"categories":923},[222],{"categories":925},[228],{"categories":927},[222],{"categories":929},[222],{"categories":931},[166],{"categories":933},[264],{"categories":935},[225],{"categories":937},[],{"categories":939},[],{"categories":941},[537],{"categories":943},[274],{"categories":945},[],{"categories":947},[225],{"categories":949},[222],{"categories":951},[264,222],{"categories":953},[216],{"categories":955},[],{"categories":957},[222],{"categories":959},[216],{"categories":961},[264],{"categories":963},[225],{"categories":965},[274],{"categories":967},[],{"categories":969},[222],{"categories":971},[],{"categories":973},[216],{"categories":975},[],{"categories":977},[225],{"categories":979},[228],{"categories":981},[222],{"categories":983},[222],{"categories":985},[264],{"categories":987},[225],{"categories":989},[537],{"categories":991},[264],{"categories":993},[225],{"categories":995},[222],{"categories":997},[222],{"categories":999},[222],{"categories":1001},[243],{"categories":1003},[],{"categories":1005},[228],{"categories":1007},[225],{"categories":1009},[264],{"categories":1011},[225],{"categories":1013},[274],{"categories":1015},[264],{"categories":1017},[225],{"categories":1019},[243],{"categories":1021},[],{"categories":1023},[222],{"categories":1025},[264],{"categories":1027},[222],{"categories":1029},[216],{"categories":1031},[243],{"categories":1033},[222],{"categories":1035},[166],{"categories":1037},[222],{"categories":1039},[222],{"categories":1041},[225],{"categories":1043},[225],{"categories":1045},[222],{"categories":1047},[225],{"categories":1049},[264],{"categories":1051},[222],{"categories":1053},[],{"categories":1055},[],{"categories":1057},[274],{"categories":1059},[],{"categories":1061},[216],{"categories":1063},[537],{"categories":1065},[],{"categories":1067},[216],{"categories":1069},[219],{"categories":1071},[166],{"categories":1073},[],{"categories":1075},[219],{"categories":1077},[],{"categories":1079},[],{"categories":1081},[],{"categories":1083},[],{"categories":1085},[],{"categories":1087},[222],{"categories":1089},[225],{"categories":1091},[537],{"categories":1093},[216],{"categories":1095},[222],{"categories":1097},[274],{"categories":1099},[228],{"categories":1101},[222],{"categories":1103},[166],{"categories":1105},[222],{"categories":1107},[222],{"categories":1109},[222],{"categories":1111},[222,216],{"categories":1113},[274],{"categories":1115},[274],{"categories":1117},[264],{"categories":1119},[222],{"categories":1121},[],{"categories":1123},[],{"categories":1125},[],{"categories":1127},[274],{"categories":1129},[267],{"categories":1131},[243],{"categories":1133},[264],{"categories":1135},[],{"categories":1137},[222],{"categories":1139},[222],{"categories":1141},[],{"categories":1143},[],{"categories":1145},[225],{"categories":1147},[222],{"categories":1149},[219],{"categories":1151},[],{"categories":1153},[216],{"categories":1155},[222],{"categories":1157},[216],{"categories":1159},[222],{"categories":1161},[274],{"categories":1163},[166],{"categories":1165},[222,264],{"categories":1167},[243],{"categories":1169},[264],{"categories":1171},[],{"categories":1173},[537],{"categories":1175},[264],{"categories":1177},[225],{"categories":1179},[],{"categories":1181},[],{"categories":1183},[],{"categories":1185},[],{"categories":1187},[274],{"categories":1189},[225],{"categories":1191},[225],{"categories":1193},[537],{"categories":1195},[222],{"categories":1197},[222],{"categories":1199},[222],{"categories":1201},[],{"categories":1203},[264],{"categories":1205},[],{"categories":1207},[],{"categories":1209},[225],{"categories":1211},[],{"categories":1213},[],{"categories":1215},[166],{"categories":1217},[166],{"categories":1219},[225],{"categories":1221},[],{"categories":1223},[222],{"categories":1225},[222],{"categories":1227},[274],{"categories":1229},[264],{"categories":1231},[264],{"categories":1233},[225],{"categories":1235},[216],{"categories":1237},[222],{"categories":1239},[264],{"categories":1241},[264],{"categories":1243},[225],{"categories":1245},[225],{"categories":1247},[222],{"categories":1249},[],{"categories":1251},[],{"categories":1253},[222],{"categories":1255},[225],{"categories":1257},[243],{"categories":1259},[274],{"categories":1261},[216],{"categories":1263},[222],{"categories":1265},[],{"categories":1267},[225],{"categories":1269},[225],{"categories":1271},[],{"categories":1273},[216],{"categories":1275},[222],{"categories":1277},[216],{"categories":1279},[216],{"categories":1281},[],{"categories":1283},[],{"categories":1285},[225],{"categories":1287},[225],{"categories":1289},[222],{"categories":1291},[222],{"categories":1293},[243],{"categories":1295},[267],{"categories":1297},[228],{"categories":1299},[243],{"categories":1301},[264],{"categories":1303},[],{"categories":1305},[243],{"categories":1307},[],{"categories":1309},[],{"categories":1311},[],{"categories":1313},[],{"categories":1315},[274],{"categories":1317},[267],{"categories":1319},[],{"categories":1321},[222],{"categories":1323},[222],{"categories":1325},[267],{"categories":1327},[274],{"categories":1329},[],{"categories":1331},[],{"categories":1333},[225],{"categories":1335},[243],{"categories":1337},[243],{"categories":1339},[225],{"categories":1341},[216],{"categories":1343},[222,537],{"categories":1345},[],{"categories":1347},[264],{"categories":1349},[216],{"categories":1351},[225],{"categories":1353},[264],{"categories":1355},[],{"categories":1357},[225],{"categories":1359},[225],{"categories":1361},[222],{"categories":1363},[166],{"categories":1365},[274],{"categories":1367},[264],{"categories":1369},[],{"categories":1371},[225],{"categories":1373},[222],{"categories":1375},[225],{"categories":1377},[225],{"categories":1379},[225],{"categories":1381},[166],{"categories":1383},[225],{"categories":1385},[222],{"categories":1387},[],{"categories":1389},[166],{"categories":1391},[243],{"categories":1393},[225],{"categories":1395},[],{"categories":1397},[],{"categories":1399},[222],{"categories":1401},[225],{"categories":1403},[243],{"categories":1405},[225],{"categories":1407},[],{"categories":1409},[],{"categories":1411},[],{"categories":1413},[225],{"categories":1415},[],{"categories":1417},[],{"categories":1419},[267],{"categories":1421},[222],{"categories":1423},[267],{"categories":1425},[243],{"categories":1427},[222],{"categories":1429},[222],{"categories":1431},[225],{"categories":1433},[222],{"categories":1435},[],{"categories":1437},[],{"categories":1439},[537],{"categories":1441},[],{"categories":1443},[],{"categories":1445},[216],{"categories":1447},[],{"categories":1449},[],{"categories":1451},[],{"categories":1453},[],{"categories":1455},[274],{"categories":1457},[243],{"categories":1459},[166],{"categories":1461},[219],{"categories":1463},[222],{"categories":1465},[222],{"categories":1467},[219],{"categories":1469},[],{"categories":1471},[264],{"categories":1473},[225],{"categories":1475},[219],{"categories":1477},[222],{"categories":1479},[222],{"categories":1481},[216],{"categories":1483},[],{"categories":1485},[216],{"categories":1487},[222],{"categories":1489},[166],{"categories":1491},[225],{"categories":1493},[243],{"categories":1495},[219],{"categories":1497},[222],{"categories":1499},[225],{"categories":1501},[],{"categories":1503},[222],{"categories":1505},[216],{"categories":1507},[222],{"categories":1509},[],{"categories":1511},[243],{"categories":1513},[222],{"categories":1515},[],{"categories":1517},[219],{"categories":1519},[222],{"categories":1521},[],{"categories":1523},[],{"categories":1525},[],{"categories":1527},[222],{"categories":1529},[],{"categories":1531},[537],{"categories":1533},[222],{"categories":1535},[],{"categories":1537},[222],{"categories":1539},[222],{"categories":1541},[222],{"categories":1543},[222,537],{"categories":1545},[222],{"categories":1547},[222],{"categories":1549},[264],{"categories":1551},[225],{"categories":1553},[],{"categories":1555},[225],{"categories":1557},[222],{"categories":1559},[222],{"categories":1561},[222],{"categories":1563},[216],{"categories":1565},[216],{"categories":1567},[274],{"categories":1569},[264],{"categories":1571},[225],{"categories":1573},[],{"categories":1575},[222],{"categories":1577},[243],{"categories":1579},[222],{"categories":1581},[219],{"categories":1583},[],{"categories":1585},[537],{"categories":1587},[264],{"categories":1589},[264],{"categories":1591},[225],{"categories":1593},[243],{"categories":1595},[225],{"categories":1597},[222],{"categories":1599},[],{"categories":1601},[222],{"categories":1603},[],{"categories":1605},[],{"categories":1607},[222],{"categories":1609},[222],{"categories":1611},[222],{"categories":1613},[225],{"categories":1615},[222],{"categories":1617},[],{"categories":1619},[267],{"categories":1621},[225],{"categories":1623},[],{"categories":1625},[],{"categories":1627},[222],{"categories":1629},[243],{"categories":1631},[],{"categories":1633},[264],{"categories":1635},[537],{"categories":1637},[243],{"categories":1639},[274],{"categories":1641},[274],{"categories":1643},[243],{"categories":1645},[243],{"categories":1647},[537],{"categories":1649},[],{"categories":1651},[243],{"categories":1653},[222],{"categories":1655},[216],{"categories":1657},[243],{"categories":1659},[],{"categories":1661},[267],{"categories":1663},[243],{"categories":1665},[274],{"categories":1667},[243],{"categories":1669},[537],{"categories":1671},[222],{"categories":1673},[222],{"categories":1675},[],{"categories":1677},[219],{"categories":1679},[],{"categories":1681},[],{"categories":1683},[222],{"categories":1685},[222],{"categories":1687},[222],{"categories":1689},[222],{"categories":1691},[],{"categories":1693},[267],{"categories":1695},[216],{"categories":1697},[],{"categories":1699},[222],{"categories":1701},[222],{"categories":1703},[537],{"categories":1705},[537],{"categories":1707},[],{"categories":1709},[225],{"categories":1711},[243],{"categories":1713},[243],{"categories":1715},[222],{"categories":1717},[225],{"categories":1719},[],{"categories":1721},[264],{"categories":1723},[222],{"categories":1725},[222],{"categories":1727},[],{"categories":1729},[],{"categories":1731},[537],{"categories":1733},[222],{"categories":1735},[274],{"categories":1737},[219],{"categories":1739},[222],{"categories":1741},[],{"categories":1743},[225],{"categories":1745},[216],{"categories":1747},[216],{"categories":1749},[],{"categories":1751},[222],{"categories":1753},[264],{"categories":1755},[225],{"categories":1757},[],{"categories":1759},[222],{"categories":1761},[222],{"categories":1763},[225],{"categories":1765},[],{"categories":1767},[225],{"categories":1769},[274],{"categories":1771},[],{"categories":1773},[222],{"categories":1775},[],{"categories":1777},[222],{"categories":1779},[],{"categories":1781},[222],{"categories":1783},[222],{"categories":1785},[],{"categories":1787},[222],{"categories":1789},[243],{"categories":1791},[222],{"categories":1793},[222],{"categories":1795},[216],{"categories":1797},[222],{"categories":1799},[243],{"categories":1801},[225],{"categories":1803},[],{"categories":1805},[222],{"categories":1807},[166],{"categories":1809},[],{"categories":1811},[],{"categories":1813},[],{"categories":1815},[216],{"categories":1817},[243],{"categories":1819},[225],{"categories":1821},[222],{"categories":1823},[264],{"categories":1825},[225],{"categories":1827},[],{"categories":1829},[225],{"categories":1831},[],{"categories":1833},[222],{"categories":1835},[225],{"categories":1837},[222],{"categories":1839},[],{"categories":1841},[222],{"categories":1843},[222],{"categories":1845},[243],{"categories":1847},[264],{"categories":1849},[225],{"categories":1851},[264],{"categories":1853},[219],{"categories":1855},[],{"categories":1857},[],{"categories":1859},[222],{"categories":1861},[216],{"categories":1863},[243],{"categories":1865},[],{"categories":1867},[],{"categories":1869},[274],{"categories":1871},[264],{"categories":1873},[],{"categories":1875},[222],{"categories":1877},[],{"categories":1879},[166],{"categories":1881},[222],{"categories":1883},[537],{"categories":1885},[274],{"categories":1887},[],{"categories":1889},[225],{"categories":1891},[222],{"categories":1893},[225],{"categories":1895},[225],{"categories":1897},[222],{"categories":1899},[],{"categories":1901},[216],{"categories":1903},[222],{"categories":1905},[219],{"categories":1907},[274],{"categories":1909},[264],{"categories":1911},[],{"categories":1913},[],{"categories":1915},[],{"categories":1917},[225],{"categories":1919},[264],{"categories":1921},[243],{"categories":1923},[222],{"categories":1925},[243],{"categories":1927},[264],{"categories":1929},[],{"categories":1931},[264],{"categories":1933},[243],{"categories":1935},[219],{"categories":1937},[222],{"categories":1939},[243],{"categories":1941},[166],{"categories":1943},[],{"categories":1945},[],{"categories":1947},[267],{"categories":1949},[222,274],{"categories":1951},[243],{"categories":1953},[222],{"categories":1955},[225],{"categories":1957},[225],{"categories":1959},[222],{"categories":1961},[],{"categories":1963},[274],{"categories":1965},[222],{"categories":1967},[267],{"categories":1969},[225],{"categories":1971},[166],{"categories":1973},[537],{"categories":1975},[],{"categories":1977},[216],{"categories":1979},[225],{"categories":1981},[225],{"categories":1983},[274],{"categories":1985},[222],{"categories":1987},[222],{"categories":1989},[],{"categories":1991},[],{"categories":1993},[],{"categories":1995},[537],{"categories":1997},[243],{"categories":1999},[222],{"categories":2001},[222],{"categories":2003},[222],{"categories":2005},[],{"categories":2007},[267],{"categories":2009},[219],{"categories":2011},[],{"categories":2013},[225],{"categories":2015},[537],{"categories":2017},[],{"categories":2019},[264],{"categories":2021},[264],{"categories":2023},[],{"categories":2025},[274],{"categories":2027},[264],{"categories":2029},[222],{"categories":2031},[],{"categories":2033},[243],{"categories":2035},[222],{"categories":2037},[264],{"categories":2039},[225],{"categories":2041},[243],{"categories":2043},[],{"categories":2045},[225],{"categories":2047},[264],{"categories":2049},[222],{"categories":2051},[],{"categories":2053},[222],{"categories":2055},[222],{"categories":2057},[537],{"categories":2059},[243],{"categories":2061},[267],{"categories":2063},[267],{"categories":2065},[],{"categories":2067},[],{"categories":2069},[],{"categories":2071},[225],{"categories":2073},[274],{"categories":2075},[274],{"categories":2077},[],{"categories":2079},[],{"categories":2081},[222],{"categories":2083},[],{"categories":2085},[225],{"categories":2087},[222],{"categories":2089},[],{"categories":2091},[222],{"categories":2093},[219],{"categories":2095},[222],{"categories":2097},[166],{"categories":2099},[225],{"categories":2101},[222],{"categories":2103},[274],{"categories":2105},[243],{"categories":2107},[225],{"categories":2109},[],{"categories":2111},[243],{"categories":2113},[225],{"categories":2115},[225],{"categories":2117},[],{"categories":2119},[219],{"categories":2121},[225],{"categories":2123},[],{"categories":2125},[222],{"categories":2127},[216],{"categories":2129},[243],{"categories":2131},[537],{"categories":2133},[225],{"categories":2135},[225],{"categories":2137},[216],{"categories":2139},[222],{"categories":2141},[],{"categories":2143},[],{"categories":2145},[264],{"categories":2147},[222,219],{"categories":2149},[],{"categories":2151},[216],{"categories":2153},[267],{"categories":2155},[222],{"categories":2157},[274],{"categories":2159},[222],{"categories":2161},[225],{"categories":2163},[222],{"categories":2165},[222],{"categories":2167},[243],{"categories":2169},[225],{"categories":2171},[],{"categories":2173},[],{"categories":2175},[225],{"categories":2177},[222],{"categories":2179},[537],{"categories":2181},[],{"categories":2183},[222],{"categories":2185},[225],{"categories":2187},[],{"categories":2189},[222],{"categories":2191},[166],{"categories":2193},[267],{"categories":2195},[225],{"categories":2197},[222],{"categories":2199},[537],{"categories":2201},[],{"categories":2203},[222],{"categories":2205},[166],{"categories":2207},[264],{"categories":2209},[222],{"categories":2211},[],{"categories":2213},[166],{"categories":2215},[243],{"categories":2217},[222],{"categories":2219},[222],{"categories":2221},[216],{"categories":2223},[],{"categories":2225},[],{"categories":2227},[264],{"categories":2229},[222],{"categories":2231},[267],{"categories":2233},[166],{"categories":2235},[166],{"categories":2237},[243],{"categories":2239},[],{"categories":2241},[],{"categories":2243},[222],{"categories":2245},[],{"categories":2247},[222,274],{"categories":2249},[243],{"categories":2251},[225],{"categories":2253},[274],{"categories":2255},[222],{"categories":2257},[216],{"categories":2259},[],{"categories":2261},[],{"categories":2263},[216],{"categories":2265},[166],{"categories":2267},[222],{"categories":2269},[],{"categories":2271},[264,222],{"categories":2273},[537],{"categories":2275},[216],{"categories":2277},[],{"categories":2279},[219],{"categories":2281},[219],{"categories":2283},[222],{"categories":2285},[274],{"categories":2287},[225],{"categories":2289},[243],{"categories":2291},[166],{"categories":2293},[264],{"categories":2295},[222],{"categories":2297},[222],{"categories":2299},[222],{"categories":2301},[216],{"categories":2303},[222],{"categories":2305},[225],{"categories":2307},[243],{"categories":2309},[],{"categories":2311},[],{"categories":2313},[267],{"categories":2315},[274],{"categories":2317},[222],{"categories":2319},[264],{"categories":2321},[267],{"categories":2323},[222],{"categories":2325},[222],{"categories":2327},[225],{"categories":2329},[225],{"categories":2331},[222,219],{"categories":2333},[],{"categories":2335},[264],{"categories":2337},[],{"categories":2339},[222],{"categories":2341},[243],{"categories":2343},[216],{"categories":2345},[216],{"categories":2347},[225],{"categories":2349},[222],{"categories":2351},[219],{"categories":2353},[274],{"categories":2355},[166],{"categories":2357},[],{"categories":2359},[243],{"categories":2361},[222],{"categories":2363},[222],{"categories":2365},[243],{"categories":2367},[274],{"categories":2369},[222],{"categories":2371},[225],{"categories":2373},[243],{"categories":2375},[222],{"categories":2377},[264],{"categories":2379},[222],{"categories":2381},[222],{"categories":2383},[537],{"categories":2385},[228],{"categories":2387},[225],{"categories":2389},[222],{"categories":2391},[243],{"categories":2393},[225],{"categories":2395},[166],{"categories":2397},[222],{"categories":2399},[],{"categories":2401},[222],{"categories":2403},[],{"categories":2405},[],{"categories":2407},[],{"categories":2409},[219],{"categories":2411},[222],{"categories":2413},[225],{"categories":2415},[243],{"categories":2417},[243],{"categories":2419},[243],{"categories":2421},[243],{"categories":2423},[],{"categories":2425},[216],{"categories":2427},[225],{"categories":2429},[243],{"categories":2431},[216],{"categories":2433},[225],{"categories":2435},[222],{"categories":2437},[222,225],{"categories":2439},[225],{"categories":2441},[537],{"categories":2443},[243],{"categories":2445},[243],{"categories":2447},[225],{"categories":2449},[222],{"categories":2451},[],{"categories":2453},[243],{"categories":2455},[166],{"categories":2457},[216],{"categories":2459},[222],{"categories":2461},[222],{"categories":2463},[],{"categories":2465},[274],{"categories":2467},[],{"categories":2469},[216],{"categories":2471},[225],{"categories":2473},[243],{"categories":2475},[222],{"categories":2477},[243],{"categories":2479},[216],{"categories":2481},[243],{"categories":2483},[243],{"categories":2485},[],{"categories":2487},[219],{"categories":2489},[225],{"categories":2491},[243],{"categories":2493},[243],{"categories":2495},[243],{"categories":2497},[243],{"categories":2499},[243],{"categories":2501},[243],{"categories":2503},[243],{"categories":2505},[243],{"categories":2507},[243],{"categories":2509},[243],{"categories":2511},[267],{"categories":2513},[216],{"categories":2515},[222],{"categories":2517},[222],{"categories":2519},[],{"categories":2521},[222,216],{"categories":2523},[],{"categories":2525},[225],{"categories":2527},[243],{"categories":2529},[225],{"categories":2531},[222],{"categories":2533},[222],{"categories":2535},[222],{"categories":2537},[222],{"categories":2539},[222],{"categories":2541},[225],{"categories":2543},[219],{"categories":2545},[264],{"categories":2547},[243],{"categories":2549},[222],{"categories":2551},[],{"categories":2553},[],{"categories":2555},[225],{"categories":2557},[264],{"categories":2559},[222],{"categories":2561},[],{"categories":2563},[],{"categories":2565},[166],{"categories":2567},[222],{"categories":2569},[],{"categories":2571},[],{"categories":2573},[216],{"categories":2575},[219],{"categories":2577},[222],{"categories":2579},[219],{"categories":2581},[264],{"categories":2583},[],{"categories":2585},[243],{"categories":2587},[],{"categories":2589},[264],{"categories":2591},[222],{"categories":2593},[166],{"categories":2595},[],{"categories":2597},[166],{"categories":2599},[],{"categories":2601},[],{"categories":2603},[225],{"categories":2605},[],{"categories":2607},[219],{"categories":2609},[216],{"categories":2611},[264],{"categories":2613},[274],{"categories":2615},[],{"categories":2617},[],{"categories":2619},[222],{"categories":2621},[216],{"categories":2623},[166],{"categories":2625},[],{"categories":2627},[225],{"categories":2629},[225],{"categories":2631},[243],{"categories":2633},[222],{"categories":2635},[225],{"categories":2637},[222],{"categories":2639},[225],{"categories":2641},[222],{"categories":2643},[228],{"categories":2645},[243],{"categories":2647},[],{"categories":2649},[166],{"categories":2651},[274],{"categories":2653},[225],{"categories":2655},[],{"categories":2657},[222],{"categories":2659},[225],{"categories":2661},[219],{"categories":2663},[216],{"categories":2665},[222],{"categories":2667},[264],{"categories":2669},[274],{"categories":2671},[274],{"categories":2673},[222],{"categories":2675},[267],{"categories":2677},[222],{"categories":2679},[225],{"categories":2681},[219],{"categories":2683},[225],{"categories":2685},[222],{"categories":2687},[222],{"categories":2689},[225],{"categories":2691},[243],{"categories":2693},[],{"categories":2695},[216],{"categories":2697},[222],{"categories":2699},[225],{"categories":2701},[222],{"categories":2703},[222],{"categories":2705},[],{"categories":2707},[264],{"categories":2709},[219],{"categories":2711},[243],{"categories":2713},[222],{"categories":2715},[222],{"categories":2717},[264],{"categories":2719},[166],{"categories":2721},[267],{"categories":2723},[222],{"categories":2725},[243],{"categories":2727},[222],{"categories":2729},[225],{"categories":2731},[537],{"categories":2733},[222],{"categories":2735},[225],{"categories":2737},[267],{"categories":2739},[],{"categories":2741},[225],{"categories":2743},[274],{"categories":2745},[264],{"categories":2747},[222],{"categories":2749},[216],{"categories":2751},[219],{"categories":2753},[274],{"categories":2755},[],{"categories":2757},[225],{"categories":2759},[222],{"categories":2761},[],{"categories":2763},[243],{"categories":2765},[],{"categories":2767},[243],{"categories":2769},[222],{"categories":2771},[225],{"categories":2773},[225],{"categories":2775},[225],{"categories":2777},[],{"categories":2779},[],{"categories":2781},[222],{"categories":2783},[222],{"categories":2785},[],{"categories":2787},[264],{"categories":2789},[225],{"categories":2791},[166],{"categories":2793},[216],{"categories":2795},[],{"categories":2797},[],{"categories":2799},[243],{"categories":2801},[274],{"categories":2803},[222],{"categories":2805},[222],{"categories":2807},[222],{"categories":2809},[274],{"categories":2811},[243],{"categories":2813},[264],{"categories":2815},[222],{"categories":2817},[222],{"categories":2819},[222],{"categories":2821},[243],{"categories":2823},[222],{"categories":2825},[243],{"categories":2827},[225],{"categories":2829},[225],{"categories":2831},[274],{"categories":2833},[225],{"categories":2835},[222],{"categories":2837},[274],{"categories":2839},[264],{"categories":2841},[],{"categories":2843},[225],{"categories":2845},[],{"categories":2847},[],{"categories":2849},[],{"categories":2851},[219],{"categories":2853},[222],{"categories":2855},[225],{"categories":2857},[216],{"categories":2859},[225],{"categories":2861},[166],{"categories":2863},[],{"categories":2865},[225],{"categories":2867},[],{"categories":2869},[216],{"categories":2871},[225],{"categories":2873},[],{"categories":2875},[225],{"categories":2877},[222],{"categories":2879},[243],{"categories":2881},[222],{"categories":2883},[225],{"categories":2885},[243],{"categories":2887},[225],{"categories":2889},[274],{"categories":2891},[264],{"categories":2893},[216],{"categories":2895},[],{"categories":2897},[225],{"categories":2899},[264],{"categories":2901},[537],{"categories":2903},[243],{"categories":2905},[222],{"categories":2907},[264],{"categories":2909},[216],{"categories":2911},[],{"categories":2913},[225],{"categories":2915},[225],{"categories":2917},[222],{"categories":2919},[],{"categories":2921},[225],{"categories":2923},[228],{"categories":2925},[243],{"categories":2927},[225],{"categories":2929},[219],{"categories":2931},[],{"categories":2933},[222],{"categories":2935},[228],{"categories":2937},[222],{"categories":2939},[225],{"categories":2941},[243],{"categories":2943},[216],{"categories":2945},[537],{"categories":2947},[222],{"categories":2949},[222],{"categories":2951},[222],{"categories":2953},[243],{"categories":2955},[219],{"categories":2957},[222],{"categories":2959},[264],{"categories":2961},[243],{"categories":2963},[537],{"categories":2965},[222],{"categories":2967},[],{"categories":2969},[],{"categories":2971},[537],{"categories":2973},[267],{"categories":2975},[225],{"categories":2977},[225],{"categories":2979},[243],{"categories":2981},[222],{"categories":2983},[216],{"categories":2985},[264],{"categories":2987},[225],{"categories":2989},[222],{"categories":2991},[166],{"categories":2993},[222],{"categories":2995},[225],{"categories":2997},[],{"categories":2999},[222],{"categories":3001},[222],{"categories":3003},[243],{"categories":3005},[216],{"categories":3007},[],{"categories":3009},[222],{"categories":3011},[222],{"categories":3013},[274],{"categories":3015},[264],{"categories":3017},[222,225],{"categories":3019},[166,219],{"categories":3021},[222],{"categories":3023},[],{"categories":3025},[225],{"categories":3027},[],{"categories":3029},[274],{"categories":3031},[222],{"categories":3033},[243],{"categories":3035},[],{"categories":3037},[225],{"categories":3039},[],{"categories":3041},[264],{"categories":3043},[225],{"categories":3045},[216],{"categories":3047},[225],{"categories":3049},[222],{"categories":3051},[537],{"categories":3053},[166],{"categories":3055},[219],{"categories":3057},[219],{"categories":3059},[216],{"categories":3061},[216],{"categories":3063},[222],{"categories":3065},[225],{"categories":3067},[222],{"categories":3069},[222],{"categories":3071},[216],{"categories":3073},[222],{"categories":3075},[166],{"categories":3077},[243],{"categories":3079},[222],{"categories":3081},[225],{"categories":3083},[222],{"categories":3085},[],{"categories":3087},[274],{"categories":3089},[],{"categories":3091},[225],{"categories":3093},[216],{"categories":3095},[],{"categories":3097},[537],{"categories":3099},[222],{"categories":3101},[],{"categories":3103},[243],{"categories":3105},[225],{"categories":3107},[274],{"categories":3109},[222],{"categories":3111},[225],{"categories":3113},[274],{"categories":3115},[225],{"categories":3117},[243],{"categories":3119},[216],{"categories":3121},[243],{"categories":3123},[274],{"categories":3125},[222],{"categories":3127},[264],{"categories":3129},[222],{"categories":3131},[222],{"categories":3133},[222],{"categories":3135},[222],{"categories":3137},[225],{"categories":3139},[222],{"categories":3141},[225],{"categories":3143},[222],{"categories":3145},[216],{"categories":3147},[222],{"categories":3149},[225],{"categories":3151},[264],{"categories":3153},[216],{"categories":3155},[225],{"categories":3157},[264],{"categories":3159},[],{"categories":3161},[222],{"categories":3163},[222],{"categories":3165},[274],{"categories":3167},[],{"categories":3169},[225],{"categories":3171},[166],{"categories":3173},[222],{"categories":3175},[243],{"categories":3177},[166],{"categories":3179},[225],{"categories":3181},[219],{"categories":3183},[219],{"categories":3185},[222],{"categories":3187},[216],{"categories":3189},[],{"categories":3191},[222],{"categories":3193},[],{"categories":3195},[216],{"categories":3197},[222],{"categories":3199},[225],{"categories":3201},[225],{"categories":3203},[],{"categories":3205},[274],{"categories":3207},[274],{"categories":3209},[166],{"categories":3211},[264],{"categories":3213},[],{"categories":3215},[222],{"categories":3217},[216],{"categories":3219},[222],{"categories":3221},[274],{"categories":3223},[216],{"categories":3225},[243],{"categories":3227},[243],{"categories":3229},[],{"categories":3231},[243],{"categories":3233},[225],{"categories":3235},[264],{"categories":3237},[267],{"categories":3239},[222],{"categories":3241},[],{"categories":3243},[243],{"categories":3245},[274],{"categories":3247},[219],{"categories":3249},[222],{"categories":3251},[216],{"categories":3253},[537],{"categories":3255},[216],{"categories":3257},[],{"categories":3259},[],{"categories":3261},[243],{"categories":3263},[],{"categories":3265},[225],{"categories":3267},[225],{"categories":3269},[225],{"categories":3271},[],{"categories":3273},[222],{"categories":3275},[],{"categories":3277},[243],{"categories":3279},[216],{"categories":3281},[264],{"categories":3283},[222],{"categories":3285},[243],{"categories":3287},[243],{"categories":3289},[],{"categories":3291},[243],{"categories":3293},[216],{"categories":3295},[222],{"categories":3297},[],{"categories":3299},[225],{"categories":3301},[225],{"categories":3303},[216],{"categories":3305},[],{"categories":3307},[],{"categories":3309},[],{"categories":3311},[264],{"categories":3313},[225],{"categories":3315},[222],{"categories":3317},[],{"categories":3319},[],{"categories":3321},[],{"categories":3323},[264],{"categories":3325},[],{"categories":3327},[216],{"categories":3329},[],{"categories":3331},[],{"categories":3333},[264],{"categories":3335},[222],{"categories":3337},[243],{"categories":3339},[],{"categories":3341},[166],{"categories":3343},[243],{"categories":3345},[166],{"categories":3347},[222],{"categories":3349},[],{"categories":3351},[],{"categories":3353},[225],{"categories":3355},[],{"categories":3357},[],{"categories":3359},[225],{"categories":3361},[222],{"categories":3363},[],{"categories":3365},[225],{"categories":3367},[243],{"categories":3369},[166],{"categories":3371},[267],{"categories":3373},[225],{"categories":3375},[225],{"categories":3377},[],{"categories":3379},[],{"categories":3381},[],{"categories":3383},[243],{"categories":3385},[],{"categories":3387},[],{"categories":3389},[264],{"categories":3391},[216],{"categories":3393},[],{"categories":3395},[219],{"categories":3397},[166],{"categories":3399},[222],{"categories":3401},[274],{"categories":3403},[216],{"categories":3405},[267],{"categories":3407},[219],{"categories":3409},[274],{"categories":3411},[],{"categories":3413},[],{"categories":3415},[225],{"categories":3417},[216],{"categories":3419},[264],{"categories":3421},[216],{"categories":3423},[225],{"categories":3425},[537],{"categories":3427},[225],{"categories":3429},[],{"categories":3431},[222],{"categories":3433},[243],{"categories":3435},[274],{"categories":3437},[],{"categories":3439},[264],{"categories":3441},[243],{"categories":3443},[216],{"categories":3445},[225],{"categories":3447},[222],{"categories":3449},[219],{"categories":3451},[225,537],{"categories":3453},[225],{"categories":3455},[274],{"categories":3457},[222],{"categories":3459},[267],{"categories":3461},[166],{"categories":3463},[225],{"categories":3465},[],{"categories":3467},[225],{"categories":3469},[222],{"categories":3471},[219],{"categories":3473},[],{"categories":3475},[],{"categories":3477},[222],{"categories":3479},[267],{"categories":3481},[222],{"categories":3483},[],{"categories":3485},[243],{"categories":3487},[],{"categories":3489},[243],{"categories":3491},[274],{"categories":3493},[225],{"categories":3495},[222],{"categories":3497},[166],{"categories":3499},[274],{"categories":3501},[],{"categories":3503},[243],{"categories":3505},[222],{"categories":3507},[],{"categories":3509},[222],{"categories":3511},[225],{"categories":3513},[222],{"categories":3515},[225],{"categories":3517},[222],{"categories":3519},[222],{"categories":3521},[222],{"categories":3523},[222],{"categories":3525},[219],{"categories":3527},[],{"categories":3529},[228],{"categories":3531},[243],{"categories":3533},[222],{"categories":3535},[],{"categories":3537},[274],{"categories":3539},[222],{"categories":3541},[222],{"categories":3543},[225],{"categories":3545},[243],{"categories":3547},[222],{"categories":3549},[222],{"categories":3551},[219],{"categories":3553},[225],{"categories":3555},[264],{"categories":3557},[],{"categories":3559},[267],{"categories":3561},[222],{"categories":3563},[],{"categories":3565},[243],{"categories":3567},[166],{"categories":3569},[],{"categories":3571},[],{"categories":3573},[243],{"categories":3575},[243],{"categories":3577},[166],{"categories":3579},[216],{"categories":3581},[225],{"categories":3583},[225],{"categories":3585},[222],{"categories":3587},[219],{"categories":3589},[],{"categories":3591},[],{"categories":3593},[243],{"categories":3595},[267],{"categories":3597},[274],{"categories":3599},[225],{"categories":3601},[264],{"categories":3603},[267],{"categories":3605},[267],{"categories":3607},[],{"categories":3609},[243],{"categories":3611},[222],{"categories":3613},[222],{"categories":3615},[274],{"categories":3617},[],{"categories":3619},[243],{"categories":3621},[243],{"categories":3623},[243],{"categories":3625},[],{"categories":3627},[225],{"categories":3629},[222],{"categories":3631},[],{"categories":3633},[216],{"categories":3635},[219],{"categories":3637},[],{"categories":3639},[222],{"categories":3641},[222],{"categories":3643},[],{"categories":3645},[274],{"categories":3647},[],{"categories":3649},[],{"categories":3651},[],{"categories":3653},[],{"categories":3655},[222],{"categories":3657},[243],{"categories":3659},[],{"categories":3661},[],{"categories":3663},[222],{"categories":3665},[222],{"categories":3667},[222],{"categories":3669},[267],{"categories":3671},[222],{"categories":3673},[267],{"categories":3675},[],{"categories":3677},[267],{"categories":3679},[267],{"categories":3681},[537],{"categories":3683},[225],{"categories":3685},[274],{"categories":3687},[],{"categories":3689},[],{"categories":3691},[267],{"categories":3693},[274],{"categories":3695},[274],{"categories":3697},[274],{"categories":3699},[],{"categories":3701},[216],{"categories":3703},[274],{"categories":3705},[274],{"categories":3707},[216],{"categories":3709},[274],{"categories":3711},[219],{"categories":3713},[274],{"categories":3715},[274],{"categories":3717},[274],{"categories":3719},[267],{"categories":3721},[243],{"categories":3723},[243],{"categories":3725},[222],{"categories":3727},[274],{"categories":3729},[267],{"categories":3731},[537],{"categories":3733},[267],{"categories":3735},[267],{"categories":3737},[267],{"categories":3739},[],{"categories":3741},[219],{"categories":3743},[],{"categories":3745},[537],{"categories":3747},[274],{"categories":3749},[274],{"categories":3751},[274],{"categories":3753},[225],{"categories":3755},[243,219],{"categories":3757},[267],{"categories":3759},[],{"categories":3761},[],{"categories":3763},[267],{"categories":3765},[],{"categories":3767},[267],{"categories":3769},[243],{"categories":3771},[225],{"categories":3773},[],{"categories":3775},[274],{"categories":3777},[222],{"categories":3779},[264],{"categories":3781},[],{"categories":3783},[222],{"categories":3785},[],{"categories":3787},[243],{"categories":3789},[216],{"categories":3791},[267],{"categories":3793},[],{"categories":3795},[274],{"categories":3797},[243],[3799,3881,4034,4122],{"id":3800,"title":3801,"ai":3802,"body":3807,"categories":3852,"created_at":167,"date_modified":167,"description":156,"extension":168,"faq":167,"featured":169,"kicker_label":167,"meta":3853,"navigation":194,"path":3868,"published_at":3869,"question":167,"scraped_at":3870,"seo":3871,"sitemap":3872,"source_id":3873,"source_name":3874,"source_type":202,"source_url":3875,"stem":3876,"tags":3877,"thumbnail_url":167,"tldr":3878,"tweet":167,"unknown_tags":3879,"__hash__":3880},"summaries\u002Fsummaries\u002F219bcf7a0baad6b4-dominate-ai-answer-engines-with-hubspot-s-free-aeo-summary.md","Dominate AI Answer Engines with HubSpot's Free AEO Tool",{"provider":7,"model":8,"input_tokens":3803,"output_tokens":3804,"processing_time_ms":3805,"cost_usd":3806},7097,1628,17875,0.00221075,{"type":14,"value":3808,"toc":3847},[3809,3813,3816,3819,3822,3826,3829,3832,3836,3844],[17,3810,3812],{"id":3811},"track-visibility-and-competitors-via-auto-generated-prompts","Track Visibility and Competitors via Auto-Generated Prompts",[22,3814,3815],{},"Set up HubSpot's free AEO tool by entering brand name variations, key competitors (e.g., Dell vs. HP, Lenovo, IBM), products, and ICPs\u002Fpersonas. The tool auto-generates relevant prompts simulating buyer queries, like \"Why do enterprise laptop fleets struggle with premium performance needs?\" (awareness stage) or \"What's the best premium laptop for enterprise executives?\" These are far more contextual and numerous than traditional SEO keywords—exponentially more due to persona, product, location, and challenge variations—drawing from aggregated customer data sources.",[22,3817,3818],{},"Query LLMs like ChatGPT and Claude daily for fresh responses, as volatility is high. View full prompt analysis to see exact mentions, then aggregate: Dell achieves 72% visibility across prompts but only shines in context. Compare share of voice—Dell captures 52.8% of brand mentions vs. Lenovo's 42%—to benchmark if your visibility is competitive. Layer on sentiment: high mentions mean nothing if negative, so prioritize positive shifts.",[22,3820,3821],{},"Fluctuations appear in dashboards (e.g., daily\u002Fweekly graphs), urging logins to catch changes in LLM behaviors or content impacts.",[17,3823,3825],{"id":3824},"identify-high-impact-channels-to-reallocate-resources","Identify High-Impact Channels to Reallocate Resources",[22,3827,3828],{},"Drill into citations powering recommendations: for Dell, peer content (non-competitors) drives 55% influence, PR\u002Fearned media 26%, competitors 7%, and owned website\u002Fblog just 4%—despite heavy investment there. Blogs dominate peer\u002Fcompetitor citations (55% and 7%), signaling answer engines favor them over static site pages.",[22,3830,3831],{},"This reveals misallocation: shift from generic SEO-optimized site content to AEO-focused assets across blogs, Reddit, LinkedIn, YouTube, and media sites. Your site does minimal work now; peers and external blogs sway LLMs more, so target those channels for maximum leverage on share of voice.",[17,3833,3835],{"id":3834},"execute-prioritized-recommendations-and-prove-roi","Execute Prioritized Recommendations and Prove ROI",[22,3837,3838,3839,3843],{},"The tool's algorithm—refined via HubSpot\u002FXFunnel experiments measuring real impacts—outputs high-priority actions with mini-briefs, like \"Create a listicle on ",[3840,3841,3842],"span",{},"topic","\" because listicles are the top format in influencing citations. Data backs each: low visibility on many prompts or high relevance across them elevates priority; see exact cited listicles powering it.",[22,3845,3846],{},"Implement, then validate: paste your new URL into the tool to graph pre\u002Fpost visibility lifts on specific prompts. This closes the loop—answer \"What works?\" for bosses, justifying scaled efforts. Free 28-day trial at hubspot.com\u002Faeo; download AEO playbook for setup playbook.",{"title":156,"searchDepth":157,"depth":157,"links":3848},[3849,3850,3851],{"id":3811,"depth":157,"text":3812},{"id":3824,"depth":157,"text":3825},{"id":3834,"depth":157,"text":3835},[166],{"content_references":3854,"triage":3865},[3855,3859,3862],{"type":178,"title":3856,"url":3857,"context":3858},"HubSpot AEO Portal","https:\u002F\u002Fclickhubspot.com\u002Faeo","recommended",{"type":183,"title":3860,"url":3861,"context":3858},"Winning AEO Playbook","https:\u002F\u002Fclickhubspot.com\u002F3s35",{"type":178,"title":3863,"url":3864,"context":3858},"HubSpot AEO Tool","https:\u002F\u002Fclickhubspot.com\u002Fw7c9",{"relevance":190,"novelty":191,"quality":191,"actionability":190,"composite":3866,"reasoning":3867},4.55,"Category: Marketing & Growth. The article provides a detailed overview of HubSpot's AEO tool, which directly addresses the audience's need for actionable insights on leveraging AI for marketing strategies. It includes specific steps for setting up the tool and using it to track brand visibility and optimize content, making it highly actionable.","\u002Fsummaries\u002F219bcf7a0baad6b4-dominate-ai-answer-engines-with-hubspot-s-free-aeo-summary","2026-05-07 14:25:41","2026-05-07 16:40:01",{"title":3801,"description":156},{"loc":3868},"74ef836aa1c6a3df","Marketing Against the Grain","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=PO5mPCad5y0","summaries\u002F219bcf7a0baad6b4-dominate-ai-answer-engines-with-hubspot-s-free-aeo-summary",[206,209,207,208],"HubSpot's AEO tool tracks daily brand visibility, share of voice, and sentiment in AI engines like ChatGPT, generates persona-specific prompts, reveals channel influences (e.g., peers drive 55% for Dell), and provides prioritized content recommendations like listicles to boost performance—test actions by dropping URLs to measure impact.",[],"4HW9KMbfdekhDQZsNizeFZ0CmEYDW5x758H4ygyFD18",{"id":3882,"title":3883,"ai":3884,"body":3889,"categories":4009,"created_at":167,"date_modified":167,"description":156,"extension":168,"faq":167,"featured":169,"kicker_label":167,"meta":4010,"navigation":194,"path":4022,"published_at":4023,"question":167,"scraped_at":4024,"seo":4025,"sitemap":4026,"source_id":4027,"source_name":4014,"source_type":202,"source_url":4028,"stem":4029,"tags":4030,"thumbnail_url":167,"tldr":4031,"tweet":167,"unknown_tags":4032,"__hash__":4033},"summaries\u002Fsummaries\u002Fa897c4e255c2ce3b-ai-captures-37-of-beauty-searches-ditching-google-summary.md","AI Captures 37% of Beauty Searches, Ditching Google",{"provider":7,"model":8,"input_tokens":3885,"output_tokens":3886,"processing_time_ms":3887,"cost_usd":3888},8794,2225,20378,0.00258045,{"type":14,"value":3890,"toc":4001},[3891,3895,3898,3901,3907,3911,3914,3917,3920,3925,3929,3932,3935,3939,3942,3945,3950,3954,3957,3966,3968],[17,3892,3894],{"id":3893},"ais-rapid-takeover-in-personalized-beauty-searches","AI's Rapid Takeover in Personalized Beauty Searches",[22,3896,3897],{},"Beauty shoppers crave specificity—skin types, curl patterns, aging concerns—that generic Google results fail to deliver, leading 80% to abandon traditional searches. Instead, 37% now turn to AI platforms like ChatGPT, Gemini, Perplexity, and Claude for tailored advice, with 27% of UK shoppers completing purchases via AI agents. This shift hits hardest in a $450B recession-resilient sector where average UK spending rose from £291 (2024) to £324 (2025), fueled by the \"lipstick effect\" of consistent beauty buys amid economic uncertainty.",[22,3899,3900],{},"Charlie Marchant, CEO of Exposure Ninja, attributes this to longstanding personalization needs: \"Personalization is huge in this sector... generic advice is generally not ideal.\" Smart brands like The Ordinary (skincare regimen builder) and Only Curls (curl-type quiz) preempted AI by creating owned tools that quiz users on concerns like acne or dryness, funneling them to products and enabling segmented email campaigns (e.g., SPF reminders). AI elevates this—users upload skin photos for instant regimens—making it the \"next level\" for research-to-purchase journeys.",[22,3902,3903,3906],{},[48,3904,3905],{},"Quote:"," \"ChatGPT is basically my Bible when it comes to everything in this sector.\" – Charlie Marchant, explaining his personal reliance on AI for color analysis and recommendations, highlighting consumer trust in AI for top-of-funnel discovery.",[17,3908,3910],{"id":3909},"budget-tradeoffs-owned-tools-vs-ai-recommendations","Budget Tradeoffs: Owned Tools vs. AI Recommendations",[22,3912,3913],{},"Marketing leaders face a core dilemma: invest in proprietary regimen builders (guaranteed brand exposure, repeat revenue via emails\u002Fsubscriptions) or optimize for AI mentions (top-of-funnel reach to 37% of searchers, but no control over rankings)? Marchant advises both ideally, but context matters.",[22,3915,3916],{},"For large catalogs (e.g., The Ordinary's hundreds of SKUs), owned quizzes reduce overwhelm, segment users, and drive subscriptions. Mid-market brands with 5-6 hero products skip this—focus on clear navigation and AI visibility instead. Competing against giants? Prioritize niche AI optimization: structure sites for easy crawling, earn third-party PR for authority.",[22,3918,3919],{},"Tradeoffs are stark. Owned tools build loyalty but demand dev resources and traffic to shine. AI optimization yields referral traffic (ChatGPT\u002FGemini links) but risks zero mentions. \"The ultimate answer is you want to do all of it,\" Marchant says, but smaller players win by niching down: \"You're more likely... to do well optimizing for AI searches... for the niche of products that you actually have.\"",[22,3921,3922,3924],{},[48,3923,3905],{}," \"If you're not in the recommendations, right? You're not pushing any traffic through from those sites... Quite a large chunk of the market to be ignoring.\" – Charlie Marchant, underscoring the funnel risk of skipping AI, where 37% start their journey.",[17,3926,3928],{"id":3927},"ai-overviews-reshape-google-traffic-dynamics","AI Overviews Reshape Google Traffic Dynamics",[22,3930,3931],{},"Google's AI Overviews appear on 36% of beauty queries, often above organic results, prioritizing problem-solving (e.g., product comparisons, compatibility). 45% of sector marketers report traffic gains post-inclusion, countering SEO debates—especially with visuals boosting brand stickiness.",[22,3933,3934],{},"Optimization diverges from traditional SEO: target high-AI-overview keywords (top\u002Fmid-funnel with commercial intent), leverage existing top-10 organics (boosts inclusion odds). Unlike agentic AI (ChatGPT), Overviews demand structured data, authority signals. Marchant: Prioritize where you're competitive; it's a \"different project\" from chatbot rankings.",[17,3936,3938],{"id":3937},"omni-channel-gaps-29-hit-stores-for-missing-online-details","Omni-Channel Gaps: 29% Hit Stores for Missing Online Details",[22,3940,3941],{},"Online research influences in-store buys, yet 20% skip e-comm due to confusing descriptions, and 29% enter physical stores (Boots\u002FSuperdrug) just to read labels. This inefficiency—navigating overwhelming shelves—stems from poor online clarity.",[22,3943,3944],{},"Fix: Crystal-clear descriptions answering usage, compatibility, concerns. AI\u002FSEO feeds this research phase; omni-channel wins when online informs offline (e.g., avoiding shipping for one-offs). All tactics—AI, Overviews, quizzes—interconnect: \"They all actually influence what gets purchased both online and offline.\"",[22,3946,3947,3949],{},[48,3948,3905],{}," \"Imagine going into a store... to read the label on the bottle... What a waste of time.\" – Charlie Marchant, spotlighting the low-hanging fruit of better online descriptions to convert researchers instantly.",[17,3951,3953],{"id":3952},"agentic-future-demands-structural-shifts","Agentic Future Demands Structural Shifts",[22,3955,3956],{},"Projections: Agentic AI (autonomous buyers) hits 10-20% of US e-comm by 2030. Beauty brands restructure now—PR for authority, analytics tracking, category prioritization (e.g., hero SKUs). Track AI referrals in Google Analytics; pull third-party mentions (biggest untapped lever).",[22,3958,3959,3961,3962,3965],{},[48,3960,3905],{}," \"AI is kind of the next level of ",[3840,3963,3964],{},"personalization","... now we can... take a photo of our skin and upload it.\" – Charlie Marchant, framing AI as evolution from quizzes, urging brands to adapt before competitors.",[17,3967,130],{"id":129},[132,3969,3970,3980,3983,3986,3989,3992,3995,3998],{},[45,3971,3972,3973,3979],{},"Download Exposure Ninja's Beauty AI Search Report for full data and tactics: ",[3974,3975,3976],"a",{"href":3976,"rel":3977},"https:\u002F\u002Fexposureninja.com\u002Fbeauty-ai-search-report\u002F",[3978],"nofollow",".",[45,3981,3982],{},"Build owned personalization (quizzes\u002Fregimens) if you have large catalogs; niche AI optimization otherwise.",[45,3984,3985],{},"Target AI Overviews on 36% of queries via top-10 organics and structured content for 45% potential traffic lift.",[45,3987,3988],{},"Fix product descriptions to cut 29% store-only research trips and boost immediate online\u002Fin-store conversions.",[45,3990,3991],{},"Track AI referrals in Google Analytics; prioritize PR for recommendations amid 37% adoption.",[45,3993,3994],{},"Weigh business stage: acquisition via AI for traffic-starved sites; retention via emails for high-traffic ones.",[45,3996,3997],{},"Prepare for 10-20% agentic purchases by 2030—structure for authority and omni-channel influence.",[45,3999,4000],{},"Use tools like Semrush for keyword\u002FAI analysis; test skin photo uploads in ChatGPT for consumer insights.",{"title":156,"searchDepth":157,"depth":157,"links":4002},[4003,4004,4005,4006,4007,4008],{"id":3893,"depth":157,"text":3894},{"id":3909,"depth":157,"text":3910},{"id":3927,"depth":157,"text":3928},{"id":3937,"depth":157,"text":3938},{"id":3952,"depth":157,"text":3953},{"id":129,"depth":157,"text":130},[166],{"content_references":4011,"triage":4018},[4012,4015],{"type":173,"title":4013,"author":4014,"publisher":4014,"url":3976,"context":3858},"Beauty AI Search Report","Exposure Ninja",{"type":178,"title":4016,"url":4017,"context":181},"Semrush","https:\u002F\u002Fthankyouninjas.com",{"relevance":191,"novelty":4019,"quality":191,"actionability":4019,"composite":4020,"reasoning":4021},3,3.6,"Category: Marketing & Growth. The article discusses the shift in consumer behavior towards AI for personalized beauty searches, addressing a specific pain point for marketers in the beauty industry. It provides insights into the effectiveness of AI tools versus owned personalization strategies, which can inform product and marketing decisions.","\u002Fsummaries\u002Fa897c4e255c2ce3b-ai-captures-37-of-beauty-searches-ditching-google-summary","2026-04-18 01:07:31","2026-04-19 03:40:40",{"title":3883,"description":156},{"loc":4022},"a897c4e255c2ce3b","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=JdJotgz4aEw","summaries\u002Fa897c4e255c2ce3b-ai-captures-37-of-beauty-searches-ditching-google-summary",[206,209,207,208],"37% of beauty consumers use AI like ChatGPT for personalized product searches, abandoning Google (80% drop-off); brands must weigh owned personalization tools against AI optimization to capture traffic and sales in $450B industry.",[],"D55P1pV8iQQaFpDhp-2KT0mTUA7LjMnHCIrGnFejTzw",{"id":4035,"title":4036,"ai":4037,"body":4042,"categories":4099,"created_at":167,"date_modified":167,"description":156,"extension":168,"faq":167,"featured":169,"kicker_label":167,"meta":4100,"navigation":194,"path":4109,"published_at":4110,"question":167,"scraped_at":4111,"seo":4112,"sitemap":4113,"source_id":4114,"source_name":4115,"source_type":202,"source_url":4116,"stem":4117,"tags":4118,"thumbnail_url":167,"tldr":4119,"tweet":167,"unknown_tags":4120,"__hash__":4121},"summaries\u002Fsummaries\u002F9b7806f65048e461-make-your-site-an-ai-answer-machine-with-question--summary.md","Make Your Site an AI Answer Machine with Question Pages",{"provider":7,"model":8,"input_tokens":4038,"output_tokens":4039,"processing_time_ms":4040,"cost_usd":4041},6311,1562,18691,0.0020207,{"type":14,"value":4043,"toc":4094},[4044,4048,4051,4062,4065,4069,4072,4075,4078,4082,4085,4088],[17,4045,4047],{"id":4046},"answer-real-client-questions-to-dominate-ai-recommendations","Answer Real Client Questions to Dominate AI Recommendations",[22,4049,4050],{},"AI search engines like ChatGPT and Perplexity prioritize sites that provide clear, extractable answers over generic service descriptions. Replace brochure-style pages (e.g., \"We offer brand strategy\") with dedicated pages tackling specific client queries, such as \"How do you build a brand that attracts clients without spending a fortune on ads?\" or \"What to expect when you hire a business consultant in your first 90 days?\"",[22,4052,4053,4054,4057,4058,4061],{},"List your top 15 client questions—real ones typed into search or AI prompts—and build thorough pages or sections for each. Swap generic \"About Us\" for \"Why we work exclusively with small businesses and what that means for you\"; turn portfolios into case studies like \"How ",[3840,4055,4056],{},"client type"," solved ",[3840,4059,4060],{},"specific problem",".\" For your five key service areas, identify the most common question per area and answer it in complete sentences, not bullets. This positions your site as a referral source AI trusts and cites, as it scans for problem-solving content, not service lists.",[22,4063,4064],{},"Every page must implicitly answer a question; delete or rewrite those that don't. Lead with a direct headline stating the question, followed by an opening paragraph delivering the core answer in the first two sentences. Use descriptive subheadings that standalone as mini-answers, include specifics like \"Most businesses see results within 60 to 90 days,\" and end with a clear next step. This structure lets AI skim and extract confidently, leading to citations within weeks.",[17,4066,4068],{"id":4067},"implement-faq-schema-and-structured-content-for-instant-extractability","Implement FAQ Schema and Structured Content for Instant Extractability",[22,4070,4071],{},"AI favors pre-packaged answers via structured data, especially FAQ schema, which labels questions and responses for easy parsing. Add 5-8 real client questions per key service page with direct answers beneath.",[22,4073,4074],{},"No coding needed: On WordPress, use free Rank Math or Yoast SEO plugins to input Q&As via forms. Squarespace\u002FWix users check SEO settings for schema options. Fallback: Format dedicated FAQ pages with questions as headers and answers below—AI recognizes the pattern even without markup.",[22,4076,4077],{},"Combine with logical flow: specific details over generalities, experience-based claims like \"after working with 50 small business owners,\" and contrarian positions such as \"Most people think X but in my experience, Y is closer to the truth.\" Go deep—1,200 words trumps 400 on core topics—to signal completeness AI prefers over thin content.",[17,4079,4081],{"id":4080},"weave-expertise-and-internal-links-into-a-unified-authority-web","Weave Expertise and Internal Links into a Unified Authority Web",[22,4083,4084],{},"Demonstrate deep knowledge to stand out: reference anonymized real situations (\"I worked with a service business owner who had this exact problem\"), take clear stances backed by hands-on work, and pick 3 genuine expertise areas for exhaustive coverage. This builds trust AI uses to vouch for you over fence-sitters.",[22,4086,4087],{},"Connect pages to amplify signals: link each important page to 2-3 related ones, creating a topical web. Build a \"pillar page\" as a comprehensive hub linking to supporting content— it became the author's top-cited asset. AI views interconnected sites as authoritative ecosystems, not isolated pages, boosting overall recommendations.",[22,4089,4090,4093],{},[48,4091,4092],{},"Outcomes",": These changes shifted the site from passive brochure to active answer engine, earning AI mentions for targeted questions without budgets or devs. Test every new page by asking: \"What question does this answer well enough for AI to cite?\"",{"title":156,"searchDepth":157,"depth":157,"links":4095},[4096,4097,4098],{"id":4046,"depth":157,"text":4047},{"id":4067,"depth":157,"text":4068},{"id":4080,"depth":157,"text":4081},[166],{"content_references":4101,"triage":4106},[4102],{"type":183,"title":4103,"author":4104,"url":4105,"context":3858},"Ask The Algorithm","Kelly David","https:\u002F\u002Fai-archive-gray.vercel.app\u002F#\u002Faskthealgorithm",{"relevance":191,"novelty":4019,"quality":191,"actionability":191,"composite":4107,"reasoning":4108},3.8,"Category: Marketing & Growth. The article provides actionable strategies for transforming a website to improve AI recommendations, addressing a specific pain point for product builders looking to enhance their online presence. It includes concrete steps like implementing FAQ schema and creating dedicated question pages, making it highly relevant and actionable.","\u002Fsummaries\u002F9b7806f65048e461-make-your-site-an-ai-answer-machine-with-question-summary","2026-05-05 22:01:01","2026-05-06 16:13:44",{"title":4036,"description":156},{"loc":4109},"9b7806f65048e461","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Fhow-i-turned-my-website-into-an-answer-machine-ai-cant-ignore-1a1d8703ace8?source=rss----98111c9905da---4","summaries\u002F9b7806f65048e461-make-your-site-an-ai-answer-machine-with-question--summary",[206,209,208],"Transform your website from a human brochure to an AI-citable answer machine by creating pages that directly answer client questions, using structured formats, FAQ schema, expertise signals, and internal links—boosting recommendations without redesigns.",[],"jIHCrpUTOn1mdbUucwNkhhP95E3isDCuHVOQCIyviSY",{"id":4123,"title":4124,"ai":4125,"body":4130,"categories":4176,"created_at":167,"date_modified":167,"description":156,"extension":168,"faq":167,"featured":169,"kicker_label":167,"meta":4177,"navigation":194,"path":4186,"published_at":4187,"question":167,"scraped_at":4188,"seo":4189,"sitemap":4190,"source_id":4191,"source_name":4192,"source_type":202,"source_url":4193,"stem":4194,"tags":4195,"thumbnail_url":167,"tldr":4196,"tweet":167,"unknown_tags":4197,"__hash__":4198},"summaries\u002Fsummaries\u002F2e46c0a2f081c987-8-website-fixes-to-cut-ad-costs-and-boost-seo-summary.md","8 Website Fixes to Cut Ad Costs and Boost SEO",{"provider":7,"model":8,"input_tokens":4126,"output_tokens":4127,"processing_time_ms":4128,"cost_usd":4129},5963,1567,12061,0.0019536,{"type":14,"value":4131,"toc":4171},[4132,4136,4139,4142,4145,4148,4151,4155,4158,4161,4165,4168],[17,4133,4135],{"id":4134},"feed-googles-ai-high-quality-site-material-to-slash-ad-costs","Feed Google's AI High-Quality Site Material to Slash Ad Costs",[22,4137,4138],{},"Google's recent update merges SEO and paid ads by using your entire site as raw material for PMAX and AI Max campaigns. AI pulls headlines, images, videos, and text to generate ads, determine relevance, and select landing pages. Poor inputs raise costs via low conversion rates and weak click-throughs; strong ones improve both organic rankings and ad efficiency.",[22,4140,4141],{},"Prioritize speed first: Use Google PageSpeed Insights on top landing pages. Pages loading in 4-5 seconds cause bounces, tanking conversion rates that Smart Bidding relies on. Fast pages boost conversions across organic and paid.",[22,4143,4144],{},"Rewrite vague headlines like \"Our solutions\" into specific, benefit-focused copy that humans would click as ads. PMAX and AI Max dynamically generate ad text from your title tags, descriptions, and H1s—vague material yields unclickable ads you still pay for.",[22,4146,4147],{},"Add real 15-30 second videos and authentic photos (products, team, results) to key pages. Without them, AI auto-generates low-quality assets branded to you, hurting performance on YouTube, Display, and Discover. This also preps for multimodal search.",[22,4149,4150],{},"For e-commerce, enrich product feeds in Google Merchant Center with full details (brand, color, size, materials). Thin data limits matching to long-tail searches, degrading shopping ad relevance and quality scores.",[17,4152,4154],{"id":4153},"use-schema-and-pillar-pages-for-precise-ai-matching","Use Schema and Pillar Pages for Precise AI Matching",[22,4156,4157],{},"Add schema markup to top 5 conversion pages as behind-the-scenes labels telling AI exactly what each page covers (e.g., products, FAQs). This enables rich ad extensions like star ratings, prices, and FAQs, lifting click-through rates without extra spend.",[22,4159,4160],{},"Consolidate 20-30 thin blog posts on similar topics (e.g., \"best CRM for small businesses\" variants) into one deep pillar page with sections, table of contents, and comprehensive coverage. Scattered pages confuse AI URL expansion in PMAX and organic matching; a single authoritative page dominates broad intents and conversational queries, outperforming 15 weak ones.",[17,4162,4164],{"id":4163},"layer-e-a-t-trust-and-cross-team-alignment-for-compounding-gains","Layer E-A-T Trust and Cross-Team Alignment for Compounding Gains",[22,4166,4167],{},"Demonstrate Expertise, Authoritativeness, Trustworthiness (E-A-T) with real reviews, expertise signals, and people behind content—avoid spammy backlinks. These implicit brand trust signals elevate ad quality, conversions, and AI favoritism, as Google verifies credibility before using your site in results or ads.",[22,4169,4170],{},"Unite SEO and paid teams monthly: SEO builds content around paid-converting searches for stronger landing pages; paid excludes irrelevant queries flagged by SEO. This creates a feedback loop where site improvements lower costs, boost results, and accelerate monthly—treating the site as one AI system, not siloed teams.",{"title":156,"searchDepth":157,"depth":157,"links":4172},[4173,4174,4175],{"id":4134,"depth":157,"text":4135},{"id":4153,"depth":157,"text":4154},{"id":4163,"depth":157,"text":4164},[166],{"content_references":4178,"triage":4184},[4179,4181],{"type":178,"title":4180,"context":3858},"Google PageSpeed Insights",{"type":183,"title":4182,"url":4183,"context":3858},"NP Digital","http:\u002F\u002Fnpdigital.com",{"relevance":191,"novelty":4019,"quality":191,"actionability":191,"composite":4107,"reasoning":4185},"Category: Marketing & Growth. The article provides actionable insights on improving SEO and ad performance by leveraging Google's AI, which directly addresses the audience's need for practical applications in marketing. It offers specific strategies like using schema markup and consolidating content, which can be implemented to enhance product visibility and reduce costs.","\u002Fsummaries\u002F2e46c0a2f081c987-8-website-fixes-to-cut-ad-costs-and-boost-seo-summary","2026-04-15 12:00:15","2026-04-19 03:40:25",{"title":4124,"description":156},{"loc":4186},"2e46c0a2f081c987","Neil Patel","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=5Vk0pUUcVJI","summaries\u002F2e46c0a2f081c987-8-website-fixes-to-cut-ad-costs-and-boost-seo-summary",[206,209,208],"Google's AI now pulls site content for ads and SEO. Fix speed, vague copy, poor media, thin feeds, add schema, consolidate thin pages, build E-A-T trust signals, and align SEO\u002Fpaid teams to lower costs and rank higher.",[],"ex4x-xY_4382msgqRrycsmpRRP66hmt_rkd3fekQOhE"]