{"id":84295,"date":"2025-07-05T11:23:18","date_gmt":"2025-07-05T11:23:18","guid":{"rendered":"https:\/\/mailinvest.blog\/index.php\/2025\/07\/05\/when-to-use-it-and-when-to-think-twice-hallam\/"},"modified":"2025-07-05T11:24:43","modified_gmt":"2025-07-05T11:24:43","slug":"when-to-use-it-and-when-to-think-twice-hallam","status":"publish","type":"post","link":"https:\/\/mailinvest.blog\/index.php\/2025\/07\/05\/when-to-use-it-and-when-to-think-twice-hallam\/","title":{"rendered":"When to use it, and when to think twice \u2014 Hallam"},"content":{"rendered":"<p> <a href=\"https:\/\/go.fiverr.com\/visit\/?bta=1052423&nci=17043\" Target=\"_Top\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/fiverr.ck-cdn.com\/tn\/serve\/?cid=40081059\"  width=\"601\" height=\"201\"><\/a>\n<\/p>\n<div>\n<p><span style=\"font-weight: 400;\">Over the past 3 years, the rise of AI has accelerated the quantity of labor <\/span><a href=\"https:\/\/hallam.agency\/seo\/\"><span style=\"font-weight: 400;\">we as SEOs<\/span><\/a><span style=\"font-weight: 400;\"> and entrepreneurs can automate, in addition to making advertising and marketing automation rather more accessible and inexpensive than it ever has been.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This can be a largely constructive motion. We don\u2019t have to make use of our mind for menial duties anymore and may as a substitute focus our cognitive load on the work that wants our knowledgeable, human-led insights.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nonetheless, we should additionally recognise <\/span><a href=\"https:\/\/hallam.agency\/ai-automation\/\"><span style=\"font-weight: 400;\">automation<\/span><\/a><span style=\"font-weight: 400;\"> as a double-edged sword. While it\u2019s tempting to automate as a lot as we are able to, we have to be cautious and perceive that AI isn\u2019t \u201cClever\u201d in the identical manner {that a} human is, and we are able to\u2019t sacrifice high quality over comfort. Automation ought to <\/span><b>improve<\/b><span style=\"font-weight: 400;\"> human intelligence, not <\/span><b>substitute<\/b><span style=\"font-weight: 400;\"> it.<\/span><\/p>\n<h2><span style=\"font-weight: 600;\">Why you shouldn\u2019t let automation do all of the considering<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Your mind is a muscle, and should you don\u2019t train your crucial considering it&#8217;s going to <\/span><b>atrophy<\/b><span style=\"font-weight: 400;\">. The results of this are dulled problem-solving abilities and an incapacity to adapt to uncommon circumstances or nuances, finally main you to be a much less efficient marketer.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">There are huge complexities throughout the Digital Advertising and marketing panorama (together with search engine optimisation) that automation instruments and AI are ineffective at choosing up on. Your lived expertise is your worth right here, so don\u2019t be afraid to step away from the instruments and assume laterally to resolve issues by yourself steam.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you happen to\u2019d like a learn, <\/span><a href=\"https:\/\/time.com\/7295195\/ai-chatgpt-google-learning-school\/\"><span style=\"font-weight: 400;\">MIT have just released a study<\/span><\/a><span style=\"font-weight: 400;\"> into the influence that utilizing LLMs can have in your mind, and that an <\/span><b>overreliance<\/b><span style=\"font-weight: 400;\"> on LLMs like ChatGPT might weaken problem-solving, reminiscence, and studying, particularly for youthful or growing brains.<\/span><\/p>\n<h2><span style=\"font-weight: 600;\">Sensible Automation in Google Sheets<\/span><\/h2>\n<h3><span style=\"font-weight: 600;\">IMPORTXML for Meta Knowledge Audits<\/span><\/h3>\n<p><i><span style=\"font-weight: 400;\">=IMPORTXML<\/span><\/i><span style=\"font-weight: 400;\"> is a fantastically easy components that means that you can pull on-page knowledge from any URL, instantly right into a Google Sheet.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The components achieves this by utilizing one thing known as xPath, which is a syntax for outlining components of an XML doc (like an online web page). By doing this, you&#8217;ll be able to inform the components precisely what components of the web page you want to extract into your doc.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A terrific use case for that is pulling Web page Titles &amp; H1s for a batch of URLs. For instance, in case your URL is in cell A5, you should use the beneath components to scrape and import the Web page Title from that URL:<\/span><\/p>\n<p><b><i>=IFERROR(INDEX(IMPORTXML(A5, \u201c\/\/title\u201d), 1),\u201dLacking Knowledge\u201d)<\/i><\/b><\/p>\n<p><span style=\"font-weight: 400;\">I even chucked in a cheeky IFERROR for neatness\u2019 sake.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">That is a lot faster than crawling the web site, exporting the info and reimporting it into your sheet, and may save your cognitive load significantly.<\/span><\/p>\n<h3><span style=\"font-weight: 600;\">GPT for Sheets = Automated Commentary<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">GPT for Sheets, Slides, Docs &amp; Sheets is a nifty little <\/span><a href=\"https:\/\/workspace.google.com\/marketplace\/app\/gpt_for_slides_docs_sheets\/451400884190?flow_type=2\"><span style=\"font-weight: 400;\">Google Sheets extension<\/span><\/a><span style=\"font-weight: 400;\"> that utilises the GPT Workspace to convey LLM capabilities instantly into your doc. You&#8217;ll be able to obtain the extension by opening your Google Sheet and navigating to Extensions &gt; Add-ons &gt; Get add-ons and putting in from there.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As soon as activated, you&#8217;ll be able to merely create a =GPT(\u201c\u201d) components and enter your immediate throughout the citation marks to generate a response from the GPT Workspace. I.e.\u00a0<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">=GPT(\u201cBased mostly on the info in cells \u201c &amp; B2:D2 &amp; \u201c, write a brief evaluation of search engine optimisation efficiency and counsel one enchancment.\u201d)<\/span><\/i><\/p>\n<p><span style=\"font-weight: 400;\">It will routinely pull your Sheets\u2019 knowledge into the immediate, permitting you to provide evaluation en masse while not having to make particular adjustments to knowledge references throughout the immediate.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nonetheless, you <\/span><b>should<\/b><span style=\"font-weight: 400;\"> examine the output every time and never belief it fully. In case your outputs aren\u2019t making sense, refine your immediate and go once more.<\/span><\/p>\n<h2><b>Scraping Reddit for Untapped Content material Concepts<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Reddit is a goldmine for recognizing questions, frustrations, and developments <\/span><i><span style=\"font-weight: 400;\">earlier than<\/span><\/i><span style=\"font-weight: 400;\"> they hit mainstream search demand. If somebody can\u2019t discover a solution on Google, Reddit is usually the following cease. That makes it a robust platform for figuring out content material gaps and rising matters.<\/span><\/p>\n<h3><b>Why Reddit is a goldmine for pre-demand content material discovery<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Reddit customers converse in pure language, ask unfiltered questions, and sometimes go deep into area of interest conversations. This provides you direct entry to how actual individuals assume and discuss matters in your trade. That is excellent for content material ideation, FAQs, or supporting articles for a pillar cluster.<\/span><\/p>\n<h3><b>Intro to Reddit\u2019s API &amp; utilizing Python or Google Colab<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">To scrape Reddit posts programmatically, you should use the<\/span><a href=\"https:\/\/www.reddit.com\/dev\/api\/\"> <span style=\"font-weight: 400;\">Reddit API<\/span><\/a><span style=\"font-weight: 400;\">. Mix it with Python or Google Colab and also you\u2019ve acquired a light-weight, automated solution to extract submit titles, upvotes, feedback, and extra from any subreddit.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Instruments like <\/span><span style=\"font-weight: 400;\">praw<\/span><span style=\"font-weight: 400;\"> (Python Reddit API Wrapper) make this simpler to handle even for rookies. Right here\u2019s a easy define:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Authenticate by way of Reddit\u2019s API<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Goal related subreddits<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Extract submit titles or threads that point out your key phrases<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Export as a CSV for additional evaluation<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><\/li>\n<\/ol>\n<h4><b>Instance: Exporting CSV &gt; Feeding into LLM for Pillar Ideation<\/b><\/h4>\n<p><span style=\"font-weight: 400;\">When you\u2019ve pulled an inventory of frequent Reddit questions or complaints, you&#8217;ll be able to feed these right into a GPT mannequin to cluster themes or suggest pillar\/cluster content material concepts. This protects enormous quantities of time in comparison with handbook content material brainstorming.<\/span><\/p>\n<p><b><i>Professional tip: At all times examine the principles of every subreddit earlier than scraping to keep away from getting your bot banned.<\/i><\/b><\/p>\n<h2><b>Integrating with Screaming Frog<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">The previous dependable <\/span><a href=\"https:\/\/www.screamingfrog.co.uk\/seo-spider\/\"><span style=\"font-weight: 400;\">Screaming Frog<\/span><\/a><span style=\"font-weight: 400;\"> crawler has advanced manner past fundamental audits. Latest updates have launched highly effective integrations that make technical and content material search engine optimisation extra related than ever.<\/span><\/p>\n<h3><b>Embedding-Powered Semantic Evaluation (v22+)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Screaming Frog now helps integration with LLMs and phrase embeddings, that means you&#8217;ll be able to assess semantic similarity between pages. Use instances embody:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Figuring out content material cannibalisation<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Supporting matter clustering efforts<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Pinpointing pages with overlapping intent for consolidation<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">This function helps transfer your audits from purely technical to content-aware in seconds.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-72467 aligncenter\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Semantic-Embeddings-333x420.png\" alt=\"A screenshot from Screaming Frog demonstrating semantically relevant pages as nodes\" width=\"333\" height=\"420\" data-srcset=\"https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Semantic-Embeddings-333x420.png 333w, https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Semantic-Embeddings-119x150.png 119w, https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Semantic-Embeddings-640x808.png 640w, https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Semantic-Embeddings.png 702w\" data-sizes=\"auto, (max-width: 333px) 100vw, 333px\"\/><\/p>\n<h3><b>GA4 + GSC Integrations for Crawl-Time Insights<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">With built-in help for GA4 and GSC APIs, you&#8217;ll be able to pull efficiency knowledge into Screaming Frog throughout your crawl. No extra exporting and VLOOKUPs!?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This implies you&#8217;ll be able to:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">See web page site visitors and engagement metrics proper subsequent to crawl depth and indexability<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Prioritise fixes based mostly on efficiency<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Mix UX and search engine optimisation knowledge in a single spreadsheet<\/span><\/li>\n<\/ul>\n<h3><b>Pulling Core Net Vitals with the PSI API<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">With a <\/span><a href=\"https:\/\/developers.google.com\/speed\/docs\/insights\/v5\/get-started\"><span style=\"font-weight: 400;\">free PageSpeed Insights API key<\/span><\/a><span style=\"font-weight: 400;\">, you&#8217;ll be able to pull Core Net Vitals scores instantly into your crawl. This permits CWV evaluation at scale. That is splendid for flagging efficiency bottlenecks by web page template or part.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">You&#8217;ll be able to even visualise this in Google Sheets utilizing your personal visible graphs. That is nice for turning technical knowledge into client-ready visuals.<\/span><\/p>\n<h2><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-72466 size-large\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Page-Speed-Core-Web-Vitals-graphs-1024x279.png\" alt=\"2 graphs that show your Page Speed score as well as your Core Web Vitals score\" width=\"1024\" height=\"279\" data-srcset=\"https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Page-Speed-Core-Web-Vitals-graphs-1024x279.png 1024w, https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Page-Speed-Core-Web-Vitals-graphs-420x114.png 420w, https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Page-Speed-Core-Web-Vitals-graphs-150x41.png 150w, https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Page-Speed-Core-Web-Vitals-graphs-768x209.png 768w, https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Page-Speed-Core-Web-Vitals-graphs-640x174.png 640w, https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Page-Speed-Core-Web-Vitals-graphs-1200x327.png 1200w, https:\/\/hallam.agency\/wp-content\/uploads\/2025\/07\/Page-Speed-Core-Web-Vitals-graphs.png 1440w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"\/><\/h2>\n<h2><b>Discovering Historic URLs by way of Archive.org<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Misplaced entry to legacy website constructions? <\/span><a href=\"https:\/\/archive.org\/help\/wayback_api.php\"><span style=\"font-weight: 400;\">Archive.org\u2019s Wayback Machine is your friend<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Utilizing <\/span><span style=\"font-weight: 400;\">IMPORTXML<\/span><span style=\"font-weight: 400;\"> or Archive.org\u2019s API, you&#8217;ll be able to extract historic inside hyperlinks from archived variations of your website. For instance:<\/span><\/p>\n<p><span style=\"font-weight: 400;\">=IMPORTXML(\u201chttps:\/\/internet.archive.org\/internet\/*\/https:\/\/instance.com\/*\u201d, \u201c\/\/a\/@href\u201d)<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This allows you to:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Rebuild misplaced pages<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Reclaim helpful backlinks<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Determine orphaned or deleted content material<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Mix this with Screaming Frog and redirect mapping to get better fairness and restore search engine optimisation visibility after a website rebuild.<\/span><\/p>\n<h2><b>When To not Automate search engine optimisation Duties<\/b><\/h2>\n<h3><b>Content material Writing<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Whereas AI content material instruments may help with outlines, summaries, or repurposing, they nonetheless fall quick on depth, originality, and credibility. Over-reliance on them dangers:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Poor E-E-A-T indicators<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Repetitive, low-value writing<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Shedding model voice and nuance<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Use AI for brainstorming and formatting, however maintain people on the helm for long-form content material, tone, and fact-checking.<\/span><\/p>\n<h3><b>Inner Linking<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Instruments like Ahrefs or Surfer can flag linking alternatives, however they usually miss context. You would possibly find yourself linking a weblog submit to an irrelevant service web page, or stacking too many hyperlinks into the identical anchor textual content.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As a substitute:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Use automation as a information, not a rule<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Layer human overview for accuracy and logic<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Prioritise inside hyperlinks that add worth and context<\/span><\/li>\n<\/ul>\n<h2><b>When Automation Shines Brightest<\/b><\/h2>\n<h3><b>Reporting &amp; GLS Automation<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Reporting is the place automation turns into a no brainer. Arrange a <\/span><a href=\"https:\/\/lookerstudio.google.com\/\"><span style=\"font-weight: 400;\">Looker Studio (formerly Data Studio)<\/span><\/a><span style=\"font-weight: 400;\"> dashboard, join your knowledge sources, and automate:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Weekly\/Month-to-month search engine optimisation summaries<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">GSC development monitoring by question\/class<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Auto-annotated adjustments (e.g. algorithm updates or website adjustments)<\/span><\/li>\n<\/ul>\n<p><b><i>Bonus: Use GPT for Slides, Docs &amp; Sheets to summarise developments or counsel enhancements instantly in your reporting layer. You\u2019ll save hours and cut back human error.<\/i><\/b><\/p>\n<h2><b>Automation as a Crutch, Not a Alternative<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">So, the place does that go away us?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Automation in search engine optimisation is <\/span><b>unimaginable<\/b><span style=\"font-weight: 400;\"> when used strategically. It may lower down on repetitive duties, liberate cognitive load, and speed up perception era. However it may\u2019t substitute your experience, instinct, or expertise.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The perfect strategy? <\/span><b>Let automation do the heavy lifting, and maintain people steering the ship.<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Received a query about AI, automation or normal digital advertising and marketing practices in an ever-evolving panorama? <\/span><a href=\"https:\/\/hallam.agency\/contact\/\"><span style=\"font-weight: 400;\">Get in touch today<\/span><\/a><span style=\"font-weight: 400;\">!<\/span><\/p>\n<\/p><\/div>\n<iframe data-lazy=\"true\" data-src=\"https:\/\/www.fiverr.com\/gig_widgets?id=U2FsdGVkX18x7XQvttUTrv1oEqmGNGTgvvCUiUoJ\/AP4z\/UyMz8lXGOLpu15jIMxBbTR0gmD5uBoFvhC4KWeALQRp3h\/X\/AwcVD0K8Wj9H\/ZzYKzcCNHosB9oS4SCJJFWiN85P9ICAc4OgCoE\/wHKIY7CDkf2\/DQ1vqGvk4smVe5cRDEmrLPCWi4FC8p40VUhSmWQ5udCm0zoJtorgWv3vbDQw0kKYkwn39ozAnQXDe+YvWMxkLFWA+O3TFwkJvdkIK+\/AUSnRssPKt5WHY0FhNOxnSPcLslEL4G4\/RfP95ve99U+kRnDy3X+KtzdQLY+u935ghON\/o3UE4IMv9oN6JX9RnxzL\/LRcOgnHigxStSGPKsZYtnz8RWNVT\/rOLAibqiWJadC5MYHRbekF3eg6FOGrQGkXYbsn0+a5aovnlLCbLwIqY9fcS17UX8J235iQ6cdmHNbrPeS84CMm34RA==&affiliate_id=1052423&strip_google_tagmanager=true\" loading=\"lazy\" data-with-title=\"true\" class=\"fiverr_nga_frame\" frameborder=\"0\" height=\"350\" width=\"100%\" referrerpolicy=\"no-referrer-when-downgrade\" data-mode=\"random_gigs\" onload=\" var frame = this; var script = document.createElement('script'); script.addEventListener('load', function() { window.FW_SDK.register(frame); }); script.setAttribute('src', 'https:\/\/www.fiverr.com\/gig_widgets\/sdk'); document.body.appendChild(script); \" ><\/iframe>\n<br \/><a href=\"https:\/\/hallam.agency\/blog\/automation-in-seo-when-to-use-it-and-when-to-think-twice\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Over the past 3 years, the rise of AI has accelerated the quantity of labor we as SEOs and entrepreneurs can automate, in addition to&#8230;<\/p>\n","protected":false},"author":1,"featured_media":84296,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[12510,781],"class_list":["post-84295","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech-universe","tag-brand","tag-creative"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>When to use it, and when to think twice \u2014 Hallam - mailinvest.blog<\/title>\n<meta name=\"description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. Tons of people enjoy reading tech blogs on a daily basis.mailinvest.blog tracks all the latest consumer technology breakthroughs and shows you what&#039;s new, what matters and how technology can enrich your life. mailinvest.blog also provides the information, tools, and advice that helps when deciding what to buy.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mailinvest.blog\/index.php\/2025\/07\/05\/when-to-use-it-and-when-to-think-twice-hallam\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"When to use it, and when to think twice \u2014 Hallam - mailinvest.blog\" \/>\n<meta property=\"og:description\" content=\"Technology is forever changing, and there are always new pieces of technology to replace obsolete ones. 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