{"id":25560,"date":"2025-08-12T13:07:12","date_gmt":"2025-08-12T13:07:12","guid":{"rendered":"https:\/\/www.fyeo.in\/ultragenic\/?p=25560"},"modified":"2025-08-13T08:20:12","modified_gmt":"2025-08-13T08:20:12","slug":"navigating-the-pitfalls-of-computer-system-validation-csv-how-ultragenic-closes-the-gaps-for-gxp-regulated-organizations","status":"publish","type":"post","link":"https:\/\/www.fyeo.in\/ultragenic\/navigating-the-pitfalls-of-computer-system-validation-csv-how-ultragenic-closes-the-gaps-for-gxp-regulated-organizations\/","title":{"rendered":"Navigating the Pitfalls of Computer System Validation (CSV): How Ultragenic Closes the Gaps for GxP-Regulated Organizations"},"content":{"rendered":"<section class=\"vc_row wpb_row vc_row-fluid  vc_custom_1578731244985\"><div class=\"wpb_column vc_column_container  col-xs-mobile-fullwidth\"><div class=\"vc_column-inner \"><div class=\"wpb_wrapper\">[vc_single_image source=&#8221;featured_image&#8221; img_size=&#8221;full&#8221;]<div class=\"last-paragraph-no-margin\"><h6 class=\"text-extra-dark-gray margin-20px-top margin-20px-bottom font-weight-700 display-inline-block alt-font heading-style2 heading-3\">Why CSV Still Trips Up GxP Organizations<\/h6>\n<p>For life sciences companies\u2014whether in pharmaceuticals, biotech, or medical devices\u2014<strong>Computer System Validation (CSV)<\/strong> is not just a regulatory requirement. It\u2019s essential to:<\/p>\n<p>\u2705 Ensure patient safety<br \/>\n\u2705 Safeguard product quality<br \/>\n\u2705 Maintain data integrity<\/p>\n<p>And yet, <strong>many organizations continue to struggle<\/strong> with effective CSV implementation.<\/p>\n<p>Whether due to limited resources, lack of in-house expertise specially with Artificial Intelligence, or outdated processes, the result is often:<\/p>\n<p>\u26a0\ufe0f Compliance gaps<br \/>\n\u26a0\ufe0f Audit findings<br \/>\n\u26a0\ufe0f Operational inefficiencies<br \/>\n\u26a0\ufe0f Risk to data reliability<\/p>\n<p>This blog explores the most common CSV pitfalls and demonstrates how Ultragenic, with its deep domain expertise and purpose-built methodologies, can help close these gaps\u2014ensuring clients remain productive, compliant, and inspection-ready.<\/p>\n<h6 class=\"text-extra-dark-gray margin-20px-top margin-20px-bottom font-weight-700 display-inline-block alt-font heading-style2 heading-3\">Common CSV Gaps and How Ultragenic Bridges Them<\/h6>\n<p>With deep domain expertise and purpose-built methodologies, Ultragenic helps clients stay compliant, productive, and audit-ready\u2014not just during go-live but across the system lifecycle.<\/p>\n<\/div><div class=\"last-paragraph-no-margin\"><div id=\"footable_parent_25573\"\n         class=\" footable_parent ninja_table_wrapper loading_ninja_table wp_table_data_press_parent semantic_ui colored_table\">\n                <table data-ninja_table_instance=\"ninja_table_instance_0\" data-footable_id=\"25573\" data-filter-delay=\"1000\" aria-label=\"Navigating the Pitfalls of Computer System Validation (CSV): How Ultragenic Closes the Gaps for GxP-Regulated Organizations\"            id=\"footable_25573\"\n           data-unique_identifier=\"ninja_table_unique_id_89446338_25573\"\n           class=\" foo-table ninja_footable foo_table_25573 ninja_table_unique_id_89446338_25573 ui table  ninja_search_right nt_type_legacy_table celled vertical_centered ninja_custom_color inverted footable-paging-right ninja_table_search_disabled ninja_table_pro\">\n                <colgroup>\n                            <col class=\"ninja_column_0 \">\n                            <col class=\"ninja_column_1 \">\n                            <col class=\"ninja_column_2 \">\n                    <\/colgroup>\n        <thead>\n<tr class=\"footable-header\">\n                                                        <th scope=\"col\"  class=\"ninja_column_0 ninja_clmn_nm_- \"><\/th><th scope=\"col\"  class=\"ninja_column_1 ninja_clmn_nm_signs_youre_stuck_in_firefighting_mode \">CSV Gaps in GxP-Regulated Environments<\/th><th scope=\"col\"  class=\"ninja_column_2 ninja_clmn_nm_actions_to_break_free \">Ultragenic\u2019s Solution Approach (Structured, Compliant, Scalable)<\/th><\/tr>\n<\/thead>\n<tbody>\n\n        <tr data-row_id=\"35\" class=\"ninja_table_row_0 nt_row_id_35\">\n            <td><strong>1<\/strong><\/td><td><strong>No Risk-Based Validation Approach<\/strong>  <ul class=\"list-txt\"><li>All systems treated equally<\/li> <li>Validation effort not proportional to system risk<\/li><\/ul><\/td><td><strong>Risk-Based Validation Strategy<\/strong> <ul class=\"list-txt\"><li>Conduct system impact assessments<\/li> <li>Prioritize based on GxP criticality<\/li> <li>Apply GAMP 5-aligned scalable validation<\/li><\/ul><\/td>        <\/tr>\n            <tr data-row_id=\"45\" class=\"ninja_table_row_1 nt_row_id_45\">\n            <td><strong>2<\/strong><\/td><td><strong>Poor or Incomplete Documentation<\/strong>  <ul class=\"list-txt\"><li>Missing URS, FRS, RTM, IQ\/OQ\/PQ<\/li> <li>Lack of version control or audit trail<\/li><\/ul><\/td><td><strong>Comprehensive Documentation Control<\/strong> <ul class=\"list-txt\"><li>Maintain complete, traceable documentation<\/li> <li>Use standardized templates and EDMS<\/li> <li>Ensure real-time version control and audit readiness<\/li><\/ul><\/td>        <\/tr>\n            <tr data-row_id=\"46\" class=\"ninja_table_row_2 nt_row_id_46\">\n            <td><strong>3<\/strong><\/td><td><strong>Inadequate Testing Practices<\/strong>  <ul class=\"list-txt\"><li>No defined criteria or UAT<\/li> <li>Reused vendor scripts<\/li> <li>No negative testing<\/li><\/ul><\/td><td><strong>Robust Testing Methodology<\/strong> <ul class=\"list-txt\"><li>Create objective, scenario-based test scripts<\/li> <li>Include UAT with user participation<\/li> <li>Integrate negative and boundary testing<\/li><\/ul><\/td>        <\/tr>\n            <tr data-row_id=\"47\" class=\"ninja_table_row_3 nt_row_id_47\">\n            <td><strong>4<\/strong><\/td><td><strong>Weak Data Integrity Controls<\/strong>  <ul class=\"list-txt\"><li>ALCOA+ not enforced<\/li> <li>Audit trails missing<\/li> <li>Non-compliant access controls<\/li><\/ul><\/td><td><strong>Data Integrity by Design<\/strong> <ul class=\"list-txt\"><li>Enable ALCOA+ aligned features<\/li> <li>Configure secure audit trails and review processes<\/li> <li>Ensure 21 CFR Part 11 & Annex 11 compliance<\/li><\/ul><\/td>        <\/tr>\n            <tr data-row_id=\"48\" class=\"ninja_table_row_4 nt_row_id_48\">\n            <td><strong>5<\/strong><\/td><td><strong>Lack of Periodic Review\/Revalidation<\/strong>  <ul class=\"list-txt\"><li>One-time validation<\/li> <li>No updates post change or patch<\/li><\/ul><\/td><td><strong>Lifecycle Revalidation Governance<\/strong> <ul class=\"list-txt\"><li>Define periodic review schedules<\/li> <li>Assess revalidation needs for system changes<\/li> <li>Maintain ongoing compliance status<\/li><\/ul><\/td>        <\/tr>\n            <tr data-row_id=\"49\" class=\"ninja_table_row_5 nt_row_id_49\">\n            <td><strong>6<\/strong><\/td><td><strong>Ineffective Change Management<\/strong>  <ul class=\"list-txt\"><li>Ad-hoc or undocumented changes<\/li> <li>Missing regression testing<\/li><\/ul><\/td><td><strong>Structured Change Control Framework<\/strong> <ul class=\"list-txt\"><li>Implement formal change assessment and impact logging<\/li> <li>Ensure regression testing and approval workflows<\/li><\/ul><\/td>        <\/tr>\n            <tr data-row_id=\"50\" class=\"ninja_table_row_6 nt_row_id_50\">\n            <td><strong>7<\/strong><\/td><td><strong>Insufficient Training & Awareness<\/strong>  <ul class=\"list-txt\"><li>Lack of system-specific SOP training<\/li> <li>Limited GxP understanding<\/li><\/ul><\/td><td><strong>Role-Based Training & Awareness<\/strong> <ul class=\"list-txt\"><li>Conduct CSV\/GxP training for all roles<\/li> <li>Maintain training logs and SOP linkage<\/li> <li>Schedule regular refreshers<\/li><\/ul><\/td>        <\/tr>\n            <tr data-row_id=\"51\" class=\"ninja_table_row_7 nt_row_id_51\">\n            <td><strong>8<\/strong><\/td><td><strong>Poor Vendor Oversight<\/strong>  <ul class=\"list-txt\"><li>Dependency on vendor documentation<\/li> <li>No audit of vendor processes<\/li><\/ul><\/td><td><strong>Vendor Qualification and Oversight<\/strong> <ul class=\"list-txt\"><li>Conduct supplier audits and capability reviews<\/li> <li>Validate systems for client-specific use<\/li> <li>Define roles via Quality Agreements<\/li><\/ul><\/td>        <\/tr>\n            <tr data-row_id=\"52\" class=\"ninja_table_row_8 nt_row_id_52\">\n            <td><strong>9<\/strong><\/td><td><strong>Inadequate SOPs and Governance<\/strong>  <ul class=\"list-txt\"><li>Missing SOPs for critical processes<\/li> <li>No ownership structure<\/li><\/ul><\/td><td><strong>SOP & Responsibility Framework<\/strong> <ul class=\"list-txt\"><li>Develop and maintain SOPs for validation, backup, incidents, etc.<\/li> <li>Clearly assign system owners and roles<\/li><\/ul><\/td>        <\/tr>\n            <tr data-row_id=\"53\" class=\"ninja_table_row_9 nt_row_id_53\">\n            <td><strong>10<\/strong><\/td><td><strong>Unqualified Infrastructure<\/strong>  <ul class=\"list-txt\"><li>No IQ for servers\/cloud<\/li> <li>No tested backup\/DR mechanisms<\/li><\/ul><\/td><td><strong>Qualified Infrastructure Setup<\/strong> <ul class=\"list-txt\"><li>Execute test scripts for hardware, network, cloud<\/li> <li>Validate backup, restore, and DR procedures<\/li> <li>Align with GAMP Cloud Guidelines<\/li><\/ul><\/td>        <\/tr>\n            <tr data-row_id=\"54\" class=\"ninja_table_row_10 nt_row_id_54\">\n            <td><strong>11<\/strong><\/td><td><strong>Seeking Validation Support for AI\/ML<\/strong><\/td><td><strong>Establish AI\/ML Readiness <\/strong> <ul class=\"list-txt\"><li>Define validation strategy for AI-based tools using risk-informed and explainability-aware practices.<\/li> <li>Tailor control mechanisms for adaptive vs. locked algorithms.<\/li><\/ul><\/td>        <\/tr>\n    <\/tbody><!--ninja_tobody_rendering_done-->\n    <\/table>\n    \n    \n    \n<\/div>\n\n<\/div>[vc_empty_space height=&#8221;20px&#8221;]<div class=\"last-paragraph-no-margin\"><h6 class=\"text-extra-dark-gray margin-20px-top margin-20px-bottom font-weight-700 display-inline-block alt-font heading-style2 heading-3\">Ultragenic\u2019s End-to-End CSV Readiness Framework<\/h6>\n<p>At Ultragenic, we believe in laying a strong foundation before validation begins. Our CSV Readiness Framework ensures that every system implementation is context-aware, risk-informed, and audit-ready from Day One.<\/p>\n<p>Here\u2019s how we help clients prepare:<\/p>\n<\/div>[vc_empty_space height=&#8221;20px&#8221;]<div class=\"vc_row wpb_row vc_inner vc_row-fluid   vc_column-gap-5\"><div class=\"wpb_column vc_column_container vc_col-has-fill vc_col-sm-4  col-xs-mobile-fullwidth text-center\"><div class=\"vc_column-inner vc_custom_1755065542518\"><div class=\"wpb_wrapper\"><div class=\"padding-fifteen-all xs-padding-five-lr xs-padding-ten-tb display-table-cell vertical-align-middle featurebox6-1 featurebox6 pofo-featurebox\" ><img decoding=\"async\" src=\"https:\/\/www.fyeo.in\/ultragenic\/wp-content\/uploads\/2025\/08\/map-regulatory@4x-8.png\" alt=\"\" class=\"icon-image margin-two-top\" style=\"max-width: 70px;\"\/><span class=\"display-block alt-font font-weight-600 text-extra-dark-gray margin-25px-top sm-margin-15px-top\" style=\"font-size: 18px; font-weight: 700; color: #232323;\" data-fontsize=\"18px\">Map Regulatory and Business Context<\/span><div class=\"last-paragraph-no-margin margin-5px-top\"><p>Identify GxP applicability and relevant regulatory compliance (21 CFR Part 11, GAMP 5, Annex 11)<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-has-fill vc_col-sm-4  col-xs-mobile-fullwidth text-center\"><div class=\"vc_column-inner vc_custom_1755065549564\"><div class=\"wpb_wrapper\"><div class=\"padding-fifteen-all xs-padding-five-lr xs-padding-ten-tb display-table-cell vertical-align-middle featurebox6-2 featurebox6 pofo-featurebox\" ><img decoding=\"async\" src=\"https:\/\/www.fyeo.in\/ultragenic\/wp-content\/uploads\/2025\/08\/Define-purpose@4x-8.png\" alt=\"\" class=\"icon-image margin-two-top\" style=\"max-width: 70px;\"\/><span class=\"display-block alt-font font-weight-600 text-extra-dark-gray margin-25px-top sm-margin-15px-top\" style=\"font-size: 18px; font-weight: 700; color: #232323;\" data-fontsize=\"18px\">Define Purpose and Scope Early<\/span><div class=\"last-paragraph-no-margin margin-5px-top\"><p>Clarify system impact on product quality, safety, or compliance reporting.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-has-fill vc_col-sm-4  col-xs-mobile-fullwidth text-center\"><div class=\"vc_column-inner vc_custom_1755065556288\"><div class=\"wpb_wrapper\"><div class=\"padding-fifteen-all xs-padding-five-lr xs-padding-ten-tb display-table-cell vertical-align-middle featurebox6-3 featurebox6 pofo-featurebox\" ><img decoding=\"async\" src=\"https:\/\/www.fyeo.in\/ultragenic\/wp-content\/uploads\/2025\/08\/Cross-functional@4x-8.png\" alt=\"\" class=\"icon-image margin-two-top\" style=\"max-width: 70px;\"\/><span class=\"display-block alt-font font-weight-600 text-extra-dark-gray margin-25px-top sm-margin-15px-top\" style=\"font-size: 18px; font-weight: 700; color: #232323;\" data-fontsize=\"18px\">Cross-functional stakeholder alignment<\/span><div class=\"last-paragraph-no-margin margin-5px-top\"><p>Align IT, QA, business owners, and vendors for seamless execution.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><div class=\"vc_row wpb_row vc_inner vc_row-fluid   vc_column-gap-5\"><div class=\"wpb_column vc_column_container vc_col-has-fill vc_col-sm-4  col-xs-mobile-fullwidth text-center\"><div class=\"vc_column-inner vc_custom_1755065574428\"><div class=\"wpb_wrapper\"><div class=\"padding-fifteen-all xs-padding-five-lr xs-padding-ten-tb display-table-cell vertical-align-middle featurebox6-4 featurebox6 pofo-featurebox\" ><img decoding=\"async\" src=\"https:\/\/www.fyeo.in\/ultragenic\/wp-content\/uploads\/2025\/08\/Assess-System-Risk@4x-8.png\" alt=\"\" class=\"icon-image margin-two-top\" style=\"max-width: 70px;\"\/><span class=\"display-block alt-font font-weight-600 text-extra-dark-gray margin-25px-top sm-margin-15px-top\" style=\"font-size: 18px; font-weight: 700; color: #232323;\" data-fontsize=\"18px\">Assess System Risk and Type<\/span><div class=\"last-paragraph-no-margin margin-5px-top\"><p>Evaluate system criticality, novelty, and whether it&#8217;s COTS or custom-built.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-has-fill vc_col-sm-4  col-xs-mobile-fullwidth text-center\"><div class=\"vc_column-inner vc_custom_1755065569305\"><div class=\"wpb_wrapper\"><div class=\"padding-fifteen-all xs-padding-five-lr xs-padding-ten-tb display-table-cell vertical-align-middle featurebox6-5 featurebox6 pofo-featurebox\" ><img decoding=\"async\" src=\"https:\/\/www.fyeo.in\/ultragenic\/wp-content\/uploads\/2025\/08\/Plan-Validation@4x-8.png\" alt=\"\" class=\"icon-image margin-two-top\" style=\"max-width: 70px;\"\/><span class=\"display-block alt-font font-weight-600 text-extra-dark-gray margin-25px-top sm-margin-15px-top\" style=\"font-size: 18px; font-weight: 700; color: #232323;\" data-fontsize=\"18px\">Plan Validation Lifecycle and SOP Readiness<\/span><div class=\"last-paragraph-no-margin margin-5px-top\"><p>Strategize deliverables, training, and SOP updates in advance.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container vc_col-has-fill vc_col-sm-4  col-xs-mobile-fullwidth text-center\"><div class=\"vc_column-inner vc_custom_1755065563960\"><div class=\"wpb_wrapper\"><div class=\"padding-fifteen-all xs-padding-five-lr xs-padding-ten-tb display-table-cell vertical-align-middle featurebox6-6 featurebox6 pofo-featurebox\" ><img decoding=\"async\" src=\"https:\/\/www.fyeo.in\/ultragenic\/wp-content\/uploads\/2025\/08\/AI-Validation@4x-8.png\" alt=\"\" class=\"icon-image margin-two-top\" style=\"max-width: 70px;\"\/><span class=\"display-block alt-font font-weight-600 text-extra-dark-gray margin-25px-top sm-margin-15px-top\" style=\"font-size: 18px; font-weight: 700; color: #232323;\" data-fontsize=\"18px\">Artificial Intelligence Validation ready<\/span><\/div><\/div><\/div><\/div><\/div>[vc_empty_space height=&#8221;20px&#8221;]<div class=\"last-paragraph-no-margin\"><h6 class=\"text-extra-dark-gray margin-20px-top margin-20px-bottom font-weight-700 display-inline-block alt-font heading-style2 heading-3\">The Ultragenic Impact: Compliance, Productivity, and Confidence<\/h6>\n<p>Our interventions do more than ensure compliance\u2014they drive operational resilience. Here is what our clients typically achieve:<\/p>\n<ul class=\"list-txt\">\n<li>30\u201350% Reduction in Audit Observations<\/li>\n<li>Increased Inspection Readiness with Clean Documentation Trails<\/li>\n<li>Faster System Deployments and Go-Lives<\/li>\n<li>Improved Stakeholder Confidence Across IT, QA, and Regulatory<\/li>\n<li>Better Data Quality and Fewer Deviations<\/li>\n<\/ul>\n<\/div><div class=\"separator-line-horrizontal-full bg-extra-light-gray center-col pofo-separator  vc_custom_1753275867520\" style=\"background-color:#dddddd; min-height: 1px; width: 100%;\"><\/div><div class=\"last-paragraph-no-margin\"><p>Whether you are implementing a new safety system, undergoing a digital transformation, or prepping for a regulatory inspection \u2014 reach out to us at <a class=\"hover-txt\" href=\"mailto:contactus@ultragenicglobal.com\">contactus@ultragenicglobal.com<\/a> to learn how Ultragenic can ensure you are not just compliant, but competitively prepared.<\/p>\n<\/div>[vc_empty_space height=&#8221;30px&#8221;]<\/div><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"[vc_single_image source=\"featured_image\" img_size=\"full\"]Why CSV Still Trips Up GxP Organizations For life sciences companies\u2014whether in pharmaceuticals, biotech, or medical devices\u2014Computer System Validation (CSV) is not just a regulatory requirement. It\u2019s essential to: \u2705 Ensure patient safety \u2705 Safeguard product quality \u2705 Maintain data integrity And yet, many organizations continue to struggle with effective CSV implementation. Whether due to limited resources, lack of in-house expertise specially with Artificial Intelligence, or outdated processes, the result is often: \u26a0\ufe0f Compliance gaps \u26a0\ufe0f Audit findings \u26a0\ufe0f Operational inefficiencies \u26a0\ufe0f Risk to data reliability This blog explores the most common CSV pitfalls and demonstrates how Ultragenic, with its deep domain expertise and purpose-built methodologies, can help close these gaps\u2014ensuring clients remain productive, compliant, and inspection-ready. Common CSV Gaps and How Ultragenic Bridges Them With deep domain expertise and purpose-built methodologies, Ultragenic helps clients stay compliant, productive, and audit-ready\u2014not just during go-live but across the system lifecycle. CSV Gaps in GxP-Regulated EnvironmentsUltragenic\u2019s Solution Approach (Structured, Compliant, Scalable) 1No Risk-Based Validation Approach All systems treated equally Validation effort not proportional to system riskRisk-Based Validation Strategy Conduct system impact assessments Prioritize based on GxP criticality Apply GAMP 5-aligned scalable validation 2Poor or Incomplete Documentation Missing URS, FRS, RTM, IQ\/OQ\/PQ...","protected":false},"author":28,"featured_media":25581,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[89],"tags":[117,121,113,118,116,114,119,120,115,99],"class_list":["post-25560","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blogs","tag-21cfrpart11","tag-auditreadysystems","tag-csvcompliance","tag-dataintegrity","tag-gamp5","tag-gxpvalidation","tag-lifesciencescompliance","tag-pharmatech","tag-riskbasedvalidation","tag-ultragenic"],"_links":{"self":[{"href":"https:\/\/www.fyeo.in\/ultragenic\/wp-json\/wp\/v2\/posts\/25560","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.fyeo.in\/ultragenic\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.fyeo.in\/ultragenic\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.fyeo.in\/ultragenic\/wp-json\/wp\/v2\/users\/28"}],"replies":[{"embeddable":true,"href":"https:\/\/www.fyeo.in\/ultragenic\/wp-json\/wp\/v2\/comments?post=25560"}],"version-history":[{"count":14,"href":"https:\/\/www.fyeo.in\/ultragenic\/wp-json\/wp\/v2\/posts\/25560\/revisions"}],"predecessor-version":[{"id":25583,"href":"https:\/\/www.fyeo.in\/ultragenic\/wp-json\/wp\/v2\/posts\/25560\/revisions\/25583"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.fyeo.in\/ultragenic\/wp-json\/wp\/v2\/media\/25581"}],"wp:attachment":[{"href":"https:\/\/www.fyeo.in\/ultragenic\/wp-json\/wp\/v2\/media?parent=25560"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.fyeo.in\/ultragenic\/wp-json\/wp\/v2\/categories?post=25560"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.fyeo.in\/ultragenic\/wp-json\/wp\/v2\/tags?post=25560"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}