{"id":12272,"date":"2026-08-26T13:51:30","date_gmt":"2026-08-26T12:51:30","guid":{"rendered":"https:\/\/www.negup.com\/blog\/?p=12272"},"modified":"2026-08-26T13:51:34","modified_gmt":"2026-08-26T12:51:34","slug":"top-10-generative-engine-optimization-geo-agencies-in-2026","status":"publish","type":"post","link":"https:\/\/www.negup.com\/blog\/top-10-generative-engine-optimization-geo-agencies-in-2026\/","title":{"rendered":"Top 10 Generative Engine Optimization (GEO) Agencies in 2026"},"content":{"rendered":"<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\"> 6<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span>\n<div class=\"wp-block-rank-math-toc-block\" id=\"rank-math-toc\"><h2>Table of Contents<\/h2><nav><div><div><a href=\"#key-takeaways\">Key Takeaways<\/a><\/div><div><a href=\"#how-i-tested-and-evaluated-these-agencies\">How I Tested and Evaluated These Agencies<\/a><\/div><div><a href=\"#1-minuttia\">1. Minuttia<\/a><\/div><div><a href=\"#2-i-pull-rank\">2. iPullRank<\/a><\/div><div><a href=\"#3-siege-media\">3. Siege Media<\/a><\/div><div><a href=\"#4-go-fish-digital\">4. Go Fish Digital<\/a><\/div><div><a href=\"#5-obility\">5. Obility<\/a><\/div><div><a href=\"#6-mkg-marketing\">6. MKG Marketing<\/a><\/div><div><a href=\"#7-bay-leaf-digital\">7. Bay Leaf Digital<\/a><\/div><div><a href=\"#8-u-serp\">8. uSERP<\/a><\/div><div><a href=\"#9-contensify\">9. Contensify<\/a><\/div><div><a href=\"#10-intrepid-digital\">10. Intrepid Digital<\/a><\/div><div><a href=\"#conclusion\">Conclusion<\/a><\/div><\/div><\/nav><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Search discovery for B2B SaaS no longer ends with a blue link. Similarweb&#8217;s 2026 data puts zero-click searches at 68% of Google queries, while generative AI platforms averaged 9.5 billion monthly visits from June 2025 to May 2026.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Buyers ask ChatGPT, Gemini, or Perplexity for vendor shortlists, making citations as important as rankings. Here are ten credible B2B SaaS GEO agencies.<\/p>\n\n\n\n<h2 id=\"key-takeaways\" class=\"wp-block-heading has-medium-font-size\"><strong>Key Takeaways<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Minuttia is my top B2B SaaS GEO pick. It combines content, Digital PR, and Agent Analytics and Reporting, with a published $4,000+ minimum.<\/li>\n\n\n\n<li>iPullRank suits enterprise programs, with published AI Search investment ranges.<\/li>\n\n\n\n<li>Siege Media and Go Fish Digital combine content, data, PR, and AI visibility tools.<\/li>\n\n\n\n<li>Obility focuses on B2B, covering AI Overviews, brand mentions, and Reddit.<\/li>\n\n\n\n<li>MKG Marketing combines SEO, AEO, and GEO for teams seeking an integrated search program.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"how-i-tested-and-evaluated-these-agencies\" class=\"wp-block-heading has-medium-font-size\"><strong>How I Tested and Evaluated These Agencies<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Published deliverables:<\/strong> citation monitoring, <a href=\"https:\/\/www.negup.com\/blog\/human-centered-ai-how-businesses-can-build-smarter-more-trustworthy-websites\/?srsltid=AfmBOooGnX8vd2AlBA82WGB0Jk61oXszGBsAUMfoJ2kPvkYfJ4DQCMCF\">AI Overview optimization<\/a>, structured content, and brand mentions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>B2B SaaS fit:<\/strong> positioning and support for ChatGPT, Gemini, Perplexity, Copilot, and Google AI Overviews.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Measurement:<\/strong> answer share, citation quality, AI referral traffic, and branded search lift.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Technical depth:<\/strong> schema, entities, content structure, bot access, Digital PR, Reddit, and third-party mentions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Scoping:<\/strong> most firms quote custom projects. Pricing may change and does not imply verified results.<\/p>\n\n\n\n<h2 id=\"1-minuttia\" class=\"wp-block-heading has-medium-font-size\"><strong>1. Minuttia<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"510\" src=\"https:\/\/www.negup.com\/blog\/wp-content\/uploads\/2026\/08\/image-6-1024x510.png\" alt=\"\" class=\"wp-image-12273\" style=\"aspect-ratio:2.0064308681672025\" srcset=\"https:\/\/www.negup.com\/blog\/wp-content\/uploads\/2026\/08\/image-6-1024x510.png 1024w, https:\/\/www.negup.com\/blog\/wp-content\/uploads\/2026\/08\/image-6-300x149.png 300w, https:\/\/www.negup.com\/blog\/wp-content\/uploads\/2026\/08\/image-6-767x382.png 767w, https:\/\/www.negup.com\/blog\/wp-content\/uploads\/2026\/08\/image-6-1536x765.png 1536w, https:\/\/www.negup.com\/blog\/wp-content\/uploads\/2026\/08\/image-6.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Minuttia Pros<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Positioned specifically as a <a href=\"https:\/\/minuttia.com\/best-geo-agencies\/\" target=\"_blank\" rel=\"noreferrer noopener\">GEO agency<\/a> for B2B SaaS, with a focus on generative search visibility and high-intent demand<\/li>\n\n\n\n<li>Runs Google and AI Search strategy as one program instead of two disconnected channels<\/li>\n\n\n\n<li>Content operations combining human writers with AI-assisted production<\/li>\n\n\n\n<li>Digital PR for building the third-party mentions AI systems read as trust signals<\/li>\n\n\n\n<li>Agent Analytics and Reporting for seeing how AI systems surface a brand<\/li>\n\n\n\n<li>Practical view of SEO, AEO, and GEO as parts of one roadmap<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Minuttia Cons<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Built for established SaaS growth teams rather than one-off tactical requests<\/li>\n\n\n\n<li>A $10M+ ARR fit criterion rules out earlier-stage teams<\/li>\n\n\n\n<li>B2B SaaS specialization limits its fit for consumer campaigns<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My Experience Evaluating Minuttia<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Minuttia earns the top slot because its GEO service reads like an operating model rather than a loose bundle of tactics. Google and AI Search strategy, content, Digital PR, and reporting sit within one scope. That combination addresses both on-site relevance and the third-party signals that can support citations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I found the Agent Analytics and Reporting layer especially useful. Many teams can explain their rankings but have less visibility into how AI systems surface their brand. Looking at that behavior alongside search performance can lead to more informed priorities.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Digital PR work also deserves attention. Generative answers often draw on third-party coverage, making off-site visibility relevant to consideration-stage prompts. On results, its 15-month engagement with Toggl produced more than 7 million impressions from 91 content pieces.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Minuttia also maintains a regularly updated market overview of what to evaluate in a GEO agency, which is useful when aligning marketing and technical stakeholders on selection criteria. Overall, its focused SaaS positioning and connected service model make it the most convincing all-around option in this roundup.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Minuttia Pricing<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Minuttia publishes a $4,000+ minimum project size, one of the lower entry points among dedicated GEO specialists. Full scope is quoted after an introductory call, so ask for the deliverable cadence and reporting format in writing.<\/p>\n\n\n\n<h2 id=\"2-i-pull-rank\" class=\"wp-block-heading has-medium-font-size\"><strong>2. iPullRank<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>iPullRank Pros<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Relevance Engineering approach with technical and testing depth<\/li>\n\n\n\n<li>GEO offered alongside strategy, technical SEO, and Content Engineering<\/li>\n\n\n\n<li>Published stage-based investment ranges<\/li>\n\n\n\n<li>Executive-level measurement and reporting<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>iPullRank Cons<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Premium budgets put it beyond many early-stage teams<\/li>\n\n\n\n<li>Complex engagements require strong internal coordination<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My Experience Evaluating iPullRank<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If your GEO challenge is partly an engineering problem, iPullRank belongs on the shortlist. Content Engineering and technical SEO sit beside GEO rather than underneath it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The published ranges also make initial budget conversations easier. The tradeoff is a heavier engagement that needs product, development, and marketing stakeholders to stay aligned.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>iPullRank Pricing<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Published AI Search investment ranges are Emerging at $30K to $150K, Growth at $150K to $500K, and Elite at $500K or more. Confirm current scope and pricing directly.<\/p>\n\n\n\n<h2 id=\"3-siege-media\" class=\"wp-block-heading has-medium-font-size\"><strong>3. Siege Media<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Siege Media Pros<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GEO centered on data journalism and Digital PR<\/li>\n\n\n\n<li>Proprietary tools including DataFlywheel and BlueprintIQ<\/li>\n\n\n\n<li>Quarterly content refreshes through DataFlywheel<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Siege Media Cons<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Content-first model works best with internal product content support<\/li>\n\n\n\n<li>Not SaaS-exclusive, so fit may depend on the assigned team<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My Experience Evaluating Siege Media<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Siege&#8217;s approach is based on using original data and PR distribution to earn citations. That aligns with the way generative tools often select credible sources.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The refresh cadence is also useful because outdated statistics can lose relevance. Teams may still need an internal owner for product-led and bottom-of-funnel content.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Siege Media Pricing<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is custom. Ask how DataFlywheel refresh cycles are counted within the retainer.<\/p>\n\n\n\n<h2 id=\"4-go-fish-digital\" class=\"wp-block-heading has-medium-font-size\"><strong>4. Go Fish Digital<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"go-fish-digital-pros\"><strong>Go Fish Digital Pros<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Named tools including Semantic Content Audit, AI Overview Analyzer, Similarity Score Extension, and Barracuda<\/li>\n\n\n\n<li>Combines technical SEO with Digital PR<\/li>\n\n\n\n<li>Focuses on diagnosing citation and content visibility gaps<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Go Fish Digital Cons<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cross-industry client base rather than a SaaS-only focus<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My Experience Evaluating Go Fish Digital<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Its tools are the main differentiator. Semantic content and AI Overview audits can expose retrievability gaps. Ask for relevant SaaS examples.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Go Fish Digital Pricing<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is custom and based on scope.<\/p>\n\n\n\n<h2 id=\"5-obility\" class=\"wp-block-heading has-medium-font-size\"><strong>5. Obility<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Obility Pros<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>B2B GEO and AEO specialist serving technology and SaaS companies<\/li>\n\n\n\n<li>Works across LLMs, Google AI Overviews, and Reddit<\/li>\n\n\n\n<li>Integrates GEO with existing SEO work<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Obility Cons<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>B2B-only scope will not suit consumer campaigns<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My Experience Evaluating Obility<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Obility&#8217;s B2B focus appears in its AI Overview, brand mention, and Reddit work. Define responsibilities if another agency handles SEO.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Obility Pricing<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is custom and quoted after scoping.<\/p>\n\n\n\n<h2 id=\"6-mkg-marketing\" class=\"wp-block-heading has-medium-font-size\"><strong>6. MKG Marketing<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>MKG Marketing Pros<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SVO framework combining SEO, AEO, and GEO<\/li>\n\n\n\n<li>Defines GEO around direct citations inside AI responses<\/li>\n\n\n\n<li>Emphasizes extractable content, schema, and citation tracking<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>MKG Marketing Cons<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GEO is not sold separately, which may not suit pilot-only buyers<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My Experience Evaluating MKG Marketing<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The SVO framing recognizes that GEO depends on technical and content foundations. The focus on citations and information gain, backed by schema-structured data and first-party expertise, gives teams a way to track progress beyond raw session counts. Expect an integrated search engagement rather than a standalone GEO retainer.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>MKG Marketing Pricing<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is custom following a discovery call.<\/p>\n\n\n\n<h2 id=\"7-bay-leaf-digital\" class=\"wp-block-heading has-medium-font-size\"><strong>7. Bay Leaf Digital<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Bay Leaf Digital Pros<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Targets B2B SaaS companies<\/li>\n\n\n\n<li>Structures content for AI discovery and citations<\/li>\n\n\n\n<li>Offers GEO within a broader SaaS marketing service<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Bay Leaf Digital Cons<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Multi-service scope can dilute GEO focus without a clear brief<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My Experience Evaluating Bay Leaf Digital<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bay Leaf is a reasonable option when GEO is one workstream within a wider go-to-market plan. Its SaaS specialization reduces time spent explaining product-led motions and funnel stages. Define GEO deliverables clearly in the statement of work.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Bay Leaf Digital Pricing<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Packages are available on request.<\/p>\n\n\n\n<h2 id=\"8-u-serp\" class=\"wp-block-heading has-medium-font-size\"><strong>8. uSERP<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>uSERP Pros<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Focuses on links and mentions from sources used by LLMs<\/li>\n\n\n\n<li>Off-site brand mention work across Reddit and Quora<\/li>\n\n\n\n<li>Proprietary AEO and GEO reporting<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>uSERP Cons<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Its link and PR-led model requires strong on-site content<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My Experience Evaluating uSERP<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Generative recommendations are influenced by third-party commentary, and uSERP works directly on that layer. It suits teams with reliable content operations; teams with thin product pages should address those gaps first.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>uSERP Pricing<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is custom and available on request.<\/p>\n\n\n\n<h2 id=\"9-contensify\" class=\"wp-block-heading has-medium-font-size\"><strong>9. Contensify<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Contensify Pros<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Focuses on signals that help generative systems select content<\/li>\n\n\n\n<li>Combines LLM SEO, technical SEO, and AI Overview optimization with content marketing<\/li>\n\n\n\n<li>Tracks inclusion rate in AI answers and traffic from AI-driven platforms<\/li>\n\n\n\n<li>B2B SaaS focus suited to smaller teams<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Contensify Cons<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Global delivery may require planning around time zones<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My Experience Evaluating Contensify<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For an early-stage SaaS team, short validation loops may be more practical than a heavyweight program. Tracking inclusion rate and AI-referred traffic over time helps compare citation presence as the program matures. Larger organizations should confirm support for procurement and governance.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Contensify Pricing<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is custom following discovery.<\/p>\n\n\n\n<h2 id=\"10-intrepid-digital\" class=\"wp-block-heading has-medium-font-size\"><strong>10. Intrepid Digital<\/strong><\/h2>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>Intrepid Digital Pros<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Offers Generative Experience Optimization alongside end-to-end SEO<\/li>\n\n\n\n<li>Combines technical site audits with keyword research and competitive insights<\/li>\n\n\n\n<li>Full-service structure means GEO sits within a broader growth program<\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>Intrepid Digital Cons<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Not exclusive to SaaS<\/li>\n<\/ul>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>My Experience Evaluating Intrepid Digital<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Intrepid folds generative visibility work into a broader, full-service digital marketing structure rather than offering it as a narrow standalone service. That suits teams that want one agency handling SEO, content, and paid alongside AI visibility. Ask for relevant B2B examples because the practice spans several verticals.<\/p>\n\n\n\n<p class=\"has-medium-font-size wp-block-paragraph\"><strong>Intrepid Digital Pricing<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pricing is custom and available on request.<\/p>\n\n\n\n<h2 id=\"conclusion\" class=\"wp-block-heading has-medium-font-size\"><strong>Conclusion<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Minuttia is my top pick for B2B SaaS GEO. Its connected model combines Google and AI Search strategy, content, Digital PR, and Agent Analytics and Reporting.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">iPullRank suits enterprise programs; Siege Media favors data-led content and PR; Go Fish Digital emphasizes technical diagnostics.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Confirm whether GEO is standalone or part of a broader retainer. Agree on citation quality, answer share, AI referral, and branded search metrics before committing.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Search discovery for B2B SaaS no longer ends with a blue link. Similarweb&#8217;s 2026 data puts zero-click searches at 68% of Google queries, while generative AI platforms averaged 9.5 billion monthly visits from June 2025 to May 2026. Buyers ask ChatGPT, Gemini, or Perplexity for vendor shortlists, making citations as important as rankings. Here are [&hellip;]<\/p>\n","protected":false},"author":233,"featured_media":12293,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[116],"tags":[],"class_list":["post-12272","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"blocksy_meta":{"styles_descriptor":{"styles":{"desktop":"","tablet":"","mobile":""},"google_fonts":[],"version":7}},"jetpack_sharing_enabled":true,"amp_enabled":true,"jetpack_featured_media_url":"https:\/\/www.negup.com\/blog\/wp-content\/uploads\/2026\/08\/2150169834.jpg","_links":{"self":[{"href":"https:\/\/www.negup.com\/blog\/wp-json\/wp\/v2\/posts\/12272","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.negup.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.negup.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.negup.com\/blog\/wp-json\/wp\/v2\/users\/233"}],"replies":[{"embeddable":true,"href":"https:\/\/www.negup.com\/blog\/wp-json\/wp\/v2\/comments?post=12272"}],"version-history":[{"count":1,"href":"https:\/\/www.negup.com\/blog\/wp-json\/wp\/v2\/posts\/12272\/revisions"}],"predecessor-version":[{"id":12294,"href":"https:\/\/www.negup.com\/blog\/wp-json\/wp\/v2\/posts\/12272\/revisions\/12294"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.negup.com\/blog\/wp-json\/wp\/v2\/media\/12293"}],"wp:attachment":[{"href":"https:\/\/www.negup.com\/blog\/wp-json\/wp\/v2\/media?parent=12272"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.negup.com\/blog\/wp-json\/wp\/v2\/categories?post=12272"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.negup.com\/blog\/wp-json\/wp\/v2\/tags?post=12272"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}