{"id":8175,"date":"2026-03-25T17:31:09","date_gmt":"2026-03-25T17:31:09","guid":{"rendered":"https:\/\/www.wizbrand.com\/tutorials\/automation-assisted-conversions\/"},"modified":"2026-03-25T17:31:09","modified_gmt":"2026-03-25T17:31:09","slug":"automation-assisted-conversions","status":"publish","type":"post","link":"https:\/\/www.wizbrand.com\/tutorials\/automation-assisted-conversions\/","title":{"rendered":"Automation Assisted Conversions: What It Is, Key Features, Benefits, Use Cases, and How It Fits in Marketing Automation"},"content":{"rendered":"\n

Automation Assisted Conversions are conversions (purchases, sign-ups, renewals, booked demos, upgrades) that happen after automation meaningfully influenced a customer\u2019s decision\u2014even if the final click or last touch came from another channel. In Direct & Retention Marketing<\/strong>, this concept helps teams recognize the true contribution of lifecycle programs like email, SMS, push, in-app messages, and triggered journeys. Inside Marketing Automation<\/strong>, it becomes a way to connect automated orchestration with measurable revenue outcomes.<\/p>\n\n\n\n

Why it matters now: modern buying journeys are fragmented across devices and sessions, and customers often convert after several nudges. If you only credit the last click, you underinvest in retention programs that quietly drive revenue. Measuring Automation Assisted Conversions<\/strong> gives leaders a clearer view of which automated experiences create momentum, reduce drop-off, and increase lifetime value.<\/p>\n\n\n\n

\n\n\n\n

What Is Automation Assisted Conversions?<\/h2>\n\n\n\n

Automation Assisted Conversions<\/strong> refers to conversions where an automated touchpoint helped move a prospect or customer closer to converting, even if it wasn\u2019t the final interaction. The \u201cassist\u201d can be a triggered email after browsing, an abandoned cart reminder, an onboarding sequence, a replenishment prompt, or a win-back journey\u2014anything orchestrated through Marketing Automation<\/strong> that contributes to the path to conversion.<\/p>\n\n\n\n

The core concept is contribution, not possession. An automated message may create awareness of an offer, resolve hesitation with social proof, deliver a timely reminder, or reduce friction with personalized content. In business terms, Automation Assisted Conversions<\/strong> helps quantify how automation increases revenue efficiency and improves conversion probability across the funnel.<\/p>\n\n\n\n

In Direct & Retention Marketing<\/strong>, this idea sits at the intersection of lifecycle communications and performance measurement. Retention teams need it to justify investment in journeys that do not always \u201cclose\u201d the sale but frequently set it up. Within Marketing Automation<\/strong>, it\u2019s a practical lens for evaluating whether your segmentation, triggers, and content are actually driving profitable customer behavior.<\/p>\n\n\n\n

\n\n\n\n

Why Automation Assisted Conversions Matters in Direct & Retention Marketing<\/h2>\n\n\n\n

Direct & Retention Marketing<\/strong> is designed to create compounding value\u2014repeat purchases, renewals, upgrades, and referrals. Many of the actions that drive those outcomes are automated and often happen \u201cbetween\u201d a user\u2019s intent and the final conversion. Automation Assisted Conversions<\/strong> matters because it reveals that hidden influence.<\/p>\n\n\n\n

Strategically, it helps teams:\n– Protect budgets for lifecycle channels that are easy to undervalue in last-touch reporting\n– Prioritize high-leverage automation improvements (timing, audience, content, frequency)\n– Align retention, CRM, and acquisition teams around shared revenue goals<\/p>\n\n\n\n

The business value is clarity and confidence. When a stakeholder asks, \u201cIs this onboarding flow worth it?\u201d Automation Assisted Conversions<\/strong> provides evidence beyond open rates and clicks\u2014linking automation activity to downstream revenue. In competitive markets, that visibility becomes an advantage: teams iterate faster, allocate spend more intelligently, and build more resilient growth engines using Marketing Automation<\/strong>.<\/p>\n\n\n\n

\n\n\n\n

How Automation Assisted Conversions Works<\/h2>\n\n\n\n

In practice, Automation Assisted Conversions<\/strong> is less a single feature and more a measurement approach applied to automated journeys. A useful workflow looks like this:<\/p>\n\n\n\n

    \n
  1. \n

    Input \/ trigger<\/strong>\n A user action or profile change initiates automation: product view, cart abandonment, trial start, first purchase, churn risk score increase, or a milestone date. In Direct & Retention Marketing<\/strong>, triggers often reflect intent or lifecycle stage.<\/p>\n<\/li>\n

  2. \n

    Analysis \/ processing<\/strong>\n Your Marketing Automation<\/strong> system evaluates eligibility: segmentation rules, consent status, frequency caps, suppression lists, predicted value, and personalization inputs (recent behavior, category affinity, customer tier).<\/p>\n<\/li>\n

  3. \n

    Execution \/ application<\/strong>\n Automation delivers coordinated touches: email series, SMS reminders, push notifications, in-app messages, audience sync to paid retargeting, or sales task creation. The key is that the touch happens because of rules and data\u2014not manual one-off campaigns.<\/p>\n<\/li>\n

  4. \n

    Output \/ outcome<\/strong>\n The user converts after one or several interactions. The conversion is counted as \u201cautomation assisted\u201d when analysis shows that one or more automated touches occurred in the conversion path within a defined lookback window, and those touches plausibly contributed to the outcome.<\/p>\n<\/li>\n<\/ol>\n\n\n\n

    The nuance is attribution: you\u2019re not claiming automation \u201ccaused\u201d the conversion by default. You\u2019re documenting that automation participated in the journey and then using better methods (like tests) to estimate incremental lift.<\/p>\n\n\n\n

    \n\n\n\n

    Key Components of Automation Assisted Conversions<\/h2>\n\n\n\n

    To operationalize Automation Assisted Conversions<\/strong> in Direct & Retention Marketing<\/strong>, you need more than messages\u2014you need a measurement-ready system.<\/p>\n\n\n\n

    Core components include:<\/strong><\/p>\n\n\n\n

      \n
    • \n

      Event tracking and identity resolution<\/strong>\n Reliable capture of key events (viewed product, added to cart, started trial, renewed) and a way to connect actions to a person across sessions and devices where possible.<\/p>\n<\/li>\n

    • \n

      Automation logic and orchestration<\/strong>\n Triggers, branching, suppression, send-time rules, and channel coordination inside Marketing Automation<\/strong>.<\/p>\n<\/li>\n

    • \n

      Content and personalization inputs<\/strong>\n Product recommendations, dynamic offers, lifecycle education content, and timing that adapts to behavior.<\/p>\n<\/li>\n

    • \n

      Attribution and reporting definitions<\/strong>\n Clear rules for what counts as an \u201cassist\u201d (touchpoints eligible, lookback window, cross-channel inclusion, conversion types).<\/p>\n<\/li>\n

    • \n

      Governance and ownership<\/strong>\n Defined responsibilities across CRM\/retention, analytics, data engineering, and compliance. Without ownership, assist reporting becomes inconsistent and untrusted.<\/p>\n<\/li>\n

    • \n

      Experimentation framework<\/strong>\n Holdouts, A\/B tests, and incrementality measurement to separate correlation from causation when optimizing Automation Assisted Conversions<\/strong>.<\/p>\n<\/li>\n<\/ul>\n\n\n\n

      \n\n\n\n

      Types of Automation Assisted Conversions<\/h2>\n\n\n\n

      There aren\u2019t universal formal \u201ctypes,\u201d but in real programs you\u2019ll see meaningful distinctions that affect how you measure and optimize Automation Assisted Conversions<\/strong>:<\/p>\n\n\n\n

      1) Lifecycle-stage assists<\/h3>\n\n\n\n
        \n
      • Onboarding assists<\/strong>: education sequences that increase activation and first-value actions <\/li>\n
      • Re-engagement assists<\/strong>: nudges that bring dormant users back before they churn <\/li>\n
      • Retention\/renewal assists<\/strong>: reminders, value summaries, and renewal prompts<\/li>\n<\/ul>\n\n\n\n

        2) Intent-based assists<\/h3>\n\n\n\n
          \n
        • Browse assist<\/strong>: follow-ups after category\/product views <\/li>\n
        • Cart\/checkout assist<\/strong>: recovery sequences and friction-reduction messages <\/li>\n
        • Trial\/lead nurture assist<\/strong>: content and proof points that advance evaluation<\/li>\n<\/ul>\n\n\n\n

          3) Channel-based assists<\/h3>\n\n\n\n
            \n
          • Email-assisted conversions<\/strong> <\/li>\n
          • SMS- or push-assisted conversions<\/strong> <\/li>\n
          • In-app assisted conversions<\/strong> <\/li>\n
          • Audience-sync assisted conversions<\/strong> (automation updates ad audiences that later convert)<\/li>\n<\/ul>\n\n\n\n

            Each context changes the right lookback windows, the best success metrics, and the most credible measurement method in Direct & Retention Marketing<\/strong>.<\/p>\n\n\n\n

            \n\n\n\n

            Real-World Examples of Automation Assisted Conversions<\/h2>\n\n\n\n

            Example 1: E-commerce cart recovery that assists a paid-search conversion<\/h3>\n\n\n\n

            A shopper adds items to cart, leaves, then receives an automated cart reminder email and a second message with shipping reassurance. Two days later they search the brand and purchase via a paid search ad. The last click is paid search, but the automated cart sequence reduced hesitation and kept the product top-of-mind. That purchase is a strong candidate for Automation Assisted Conversions<\/strong> reporting in Direct & Retention Marketing<\/strong>.<\/p>\n\n\n\n

            Example 2: SaaS onboarding journey that assists an upgrade<\/h3>\n\n\n\n

            A user starts a trial. Marketing Automation<\/strong> triggers an onboarding series with feature education, in-app tips, and a \u201csetup checklist\u201d reminder. The user later upgrades after a live demo they booked manually. The demo \u201cclosed,\u201d but onboarding automation increased product understanding and activation\u2014an assisted upgrade worth capturing as an Automation Assisted Conversion<\/strong>.<\/p>\n\n\n\n

            Example 3: Subscription renewal reminders that assist customer retention<\/h3>\n\n\n\n

            A subscription brand runs automated renewal reminders plus a \u201cbenefits recap\u201d message to at-risk customers. Some renew via direct site visits with no email click. Others renew after contacting support. Reporting these as Automation Assisted Conversions<\/strong> helps retention teams demonstrate impact beyond click-through rates, strengthening decision-making in Direct & Retention Marketing<\/strong>.<\/p>\n\n\n\n

            \n\n\n\n

            Benefits of Using Automation Assisted Conversions<\/h2>\n\n\n\n

            When measured and used properly, Automation Assisted Conversions<\/strong> delivers benefits that are both financial and operational:<\/p>\n\n\n\n

              \n
            • \n

              Better budget allocation<\/strong>\n Teams stop undervaluing lifecycle programs that influence revenue without owning the last click.<\/p>\n<\/li>\n

            • \n

              Higher conversion efficiency<\/strong>\n Automated timing and personalization reduce drop-off, increasing conversion probability per visitor or lead.<\/p>\n<\/li>\n

            • \n

              Lower cost to grow<\/strong>\nDirect & Retention Marketing<\/strong> often has lower marginal costs than acquisition. Assist reporting strengthens the case for scaling retention automation.<\/p>\n<\/li>\n

            • \n

              Improved customer experience<\/strong>\n Relevant nudges (not generic blasts) help customers complete tasks, learn value faster, and feel supported.<\/p>\n<\/li>\n

            • \n

              Faster optimization loops<\/strong>\n With clear assist metrics, teams can iterate in Marketing Automation<\/strong> based on real outcomes, not vanity engagement.<\/p>\n<\/li>\n<\/ul>\n\n\n\n

              \n\n\n\n

              Challenges of Automation Assisted Conversions<\/h2>\n\n\n\n

              Automation Assisted Conversions<\/strong> can be misused or misunderstood if measurement isn\u2019t rigorous.<\/p>\n\n\n\n

                \n
              • \n

                Attribution ambiguity<\/strong>\n A touchpoint appearing in the journey doesn\u2019t prove it caused the conversion. This is especially true in Direct & Retention Marketing<\/strong>, where brand familiarity and returning behavior are common.<\/p>\n<\/li>\n

              • \n

                Identity and tracking gaps<\/strong>\n Cross-device behavior, privacy restrictions, cookie limitations, and incomplete logins can break user journeys and undercount assists.<\/p>\n<\/li>\n

              • \n

                Channel interaction complexity<\/strong>\n Automation may influence conversions that occur via sales, marketplaces, app stores, or offline channels, making assists hard to stitch together.<\/p>\n<\/li>\n

              • \n

                Over-crediting noisy touches<\/strong>\n If your lookback window is too long or your eligibility rules are too broad, nearly every conversion becomes \u201cassisted,\u201d reducing trust.<\/p>\n<\/li>\n

              • \n

                Organizational friction<\/strong>\n Acquisition and retention teams may disagree on credit allocation. Without shared definitions, Marketing Automation<\/strong> reporting becomes political instead of practical.<\/p>\n<\/li>\n<\/ul>\n\n\n\n

                \n\n\n\n

                Best Practices for Automation Assisted Conversions<\/h2>\n\n\n\n

                To make Automation Assisted Conversions<\/strong> credible and actionable:<\/p>\n\n\n\n

                  \n
                1. \n

                  Define what \u201cassisted\u201d means for your business<\/strong>\n Specify eligible touchpoints, channels, conversion events, and lookback windows (often different for trials vs purchases vs renewals).<\/p>\n<\/li>\n

                2. \n

                  Use layered measurement: attribution + incrementality<\/strong>\n Path-based attribution helps with directional insight, but holdouts and experiments are what validate true lift in Direct & Retention Marketing<\/strong>.<\/p>\n<\/li>\n

                3. \n

                  Instrument key lifecycle events<\/strong>\n Ensure activation, retention milestones, churn signals, and purchase events are tracked consistently for Marketing Automation<\/strong> triggers and reporting.<\/p>\n<\/li>\n

                4. \n

                  Apply frequency caps and relevance filters<\/strong>\n Too many touches can inflate \u201cassists\u201d while harming experience. Optimize for helpfulness, not maximum message volume.<\/p>\n<\/li>\n

                5. \n

                  Segment by intent and value<\/strong>\n Measure assists separately for new vs returning customers, high vs low predicted value, and different lifecycle stages to avoid misleading averages.<\/p>\n<\/li>\n

                6. \n

                  Create a consistent reporting cadence<\/strong>\n Review Automation Assisted Conversions<\/strong> weekly for operations (deliverability, journey health) and monthly for strategic changes (budget, roadmap).<\/p>\n<\/li>\n<\/ol>\n\n\n\n

                  \n\n\n\n

                  Tools Used for Automation Assisted Conversions<\/h2>\n\n\n\n

                  You don\u2019t need a specific vendor, but you do need a connected stack. Common tool groups include:<\/p>\n\n\n\n

                    \n
                  • \n

                    Analytics tools<\/strong>\n Event analytics and product analytics to understand paths, cohorts, and conversion timing\u2014foundational for Automation Assisted Conversions<\/strong> analysis.<\/p>\n<\/li>\n

                  • \n

                    Marketing automation tools<\/strong>\n Platforms that run journeys, triggers, segmentation, and cross-channel orchestration\u2014the execution layer of Marketing Automation<\/strong>.<\/p>\n<\/li>\n

                  • \n

                    CRM systems<\/strong>\n Customer profiles, sales activity, lifecycle status, and revenue records that help connect assists to outcomes in Direct & Retention Marketing<\/strong>.<\/p>\n<\/li>\n

                  • \n

                    Data warehouse and ETL\/ELT pipelines<\/strong>\n Centralizing events, campaign metadata, and order\/subscription data for consistent definitions and trustworthy reporting.<\/p>\n<\/li>\n

                  • \n

                    Reporting dashboards \/ BI<\/strong>\n Dashboards that separate last-touch conversions from Automation Assisted Conversions<\/strong>, with filters for lifecycle stage and channel.<\/p>\n<\/li>\n

                  • \n

                    Experimentation and feature flagging (when applicable)<\/strong>\n Useful for holdouts and controlled tests to estimate incremental impact of automation on conversion rates.<\/p>\n<\/li>\n<\/ul>\n\n\n\n

                    \n\n\n\n

                    Metrics Related to Automation Assisted Conversions<\/h2>\n\n\n\n

                    The right metrics depend on your business model, but these are commonly used to make Automation Assisted Conversions<\/strong> operational:<\/p>\n\n\n\n

                      \n
                    • Assist rate<\/strong>: share of total conversions that had at least one qualifying automated touch <\/li>\n
                    • Assisted conversion value<\/strong>: revenue from conversions with automation participation <\/li>\n
                    • Time-to-convert after automation<\/strong>: median time between automated touch and conversion <\/li>\n
                    • Journey-level conversion lift<\/strong>: conversion rate of exposed vs holdout cohorts (best for incrementality) <\/li>\n
                    • Cost per assisted conversion<\/strong>: operational and tooling cost allocated to assisted outcomes (useful for program ROI) <\/li>\n
                    • Retention metrics<\/strong>: repeat purchase rate, renewal rate, churn rate changes attributable to automation exposure <\/li>\n
                    • Quality indicators<\/strong>: refund rate, cancellation rate, support tickets, or NPS shifts among assisted converters (to ensure you\u2019re not optimizing for the wrong outcomes)<\/li>\n<\/ul>\n\n\n\n

                      In Direct & Retention Marketing<\/strong>, pairing revenue metrics with experience metrics prevents \u201cshort-term wins\u201d that damage long-term value.<\/p>\n\n\n\n

                      \n\n\n\n

                      Future Trends of Automation Assisted Conversions<\/h2>\n\n\n\n

                      Several trends are reshaping how Automation Assisted Conversions<\/strong> will be executed and measured:<\/p>\n\n\n\n

                        \n
                      • \n

                        AI-driven personalization and decisioning<\/strong>\n More automation will choose content, timing, and channel based on predicted intent\u2014raising the bar for measurement inside Marketing Automation<\/strong>.<\/p>\n<\/li>\n

                      • \n

                        Privacy-aware measurement<\/strong>\n As identifiers become less available, teams will rely more on first-party data, modeled insights, and experimentation to estimate incremental impact.<\/p>\n<\/li>\n

                      • \n

                        From single journeys to orchestration systems<\/strong>\nDirect & Retention Marketing<\/strong> is moving toward coordinated experiences across email, in-app, web personalization, and paid retargeting\u2014making assists more cross-channel and more important.<\/p>\n<\/li>\n

                      • \n

                        Incrementality becomes standard<\/strong>\n Organizations will increasingly demand holdouts and causal testing to validate whether Automation Assisted Conversions<\/strong> reflect true lift or just correlated behavior.<\/p>\n<\/li>\n

                      • \n

                        Lifecycle revenue accountability<\/strong>\n Retention teams will be measured more directly on revenue and LTV, making assist reporting a core management tool rather than a nice-to-have.<\/p>\n<\/li>\n<\/ul>\n\n\n\n

                        \n\n\n\n

                        Automation Assisted Conversions vs Related Terms<\/h2>\n\n\n\n

                        Automation Assisted Conversions vs Assisted Conversions<\/h3>\n\n\n\n

                        \u201cAssisted conversions\u201d is a broader analytics concept: any channel that helped along the path. Automation Assisted Conversions<\/strong> is narrower and focuses specifically on assists created by automated lifecycle touchpoints (often owned by retention\/CRM) within Marketing Automation<\/strong>.<\/p>\n\n\n\n

                        Automation Assisted Conversions vs Multi-Touch Attribution (MTA)<\/h3>\n\n\n\n

                        Multi-touch attribution distributes credit across touchpoints using rules or models. Automation Assisted Conversions<\/strong> is often an input or reporting layer that highlights automation\u2019s presence in conversion paths. MTA can allocate fractional credit, while assist reporting often answers \u201cwas automation involved?\u201d and \u201cwhich journeys show influence?\u201d In Direct & Retention Marketing<\/strong>, both can coexist, but neither replaces testing.<\/p>\n\n\n\n

                        Automation Assisted Conversions vs Incrementality<\/h3>\n\n\n\n

                        Incrementality asks: \u201cDid this automation cause additional conversions compared to doing nothing?\u201d Automation Assisted Conversions<\/strong> can be correlation-based unless validated with holdouts. The strongest programs use assist reporting to find candidates for testing, then use incrementality to prove lift.<\/p>\n\n\n\n

                        \n\n\n\n

                        Who Should Learn Automation Assisted Conversions<\/h2>\n\n\n\n
                          \n
                        • Marketers (CRM, lifecycle, growth)<\/strong> benefit by proving the revenue impact of journeys and improving prioritization in Direct & Retention Marketing<\/strong>. <\/li>\n
                        • Analysts<\/strong> gain a structured framework for measuring automation\u2019s contribution and designing credible attribution and tests. <\/li>\n
                        • Agencies<\/strong> can deliver more defensible retention strategy by tying Marketing Automation<\/strong> work to business outcomes, not just engagement. <\/li>\n
                        • Business owners and founders<\/strong> get clearer insight into which retention investments drive sustainable growth. <\/li>\n
                        • Developers and data teams<\/strong> can better instrument events, identity, and pipelines needed for trustworthy Automation Assisted Conversions<\/strong> reporting.<\/li>\n<\/ul>\n\n\n\n
                          \n\n\n\n

                          Summary of Automation Assisted Conversions<\/h2>\n\n\n\n

                          Automation Assisted Conversions<\/strong> measures conversions that were meaningfully influenced by automated lifecycle touchpoints, even when automation isn\u2019t the last click. It matters because Direct & Retention Marketing<\/strong> often drives revenue through a series of nudges and education, and traditional last-touch reporting under-credits that influence. Implemented well, it becomes a practical way to connect Marketing Automation<\/strong> execution (triggers, journeys, personalization) to real outcomes, while encouraging better measurement through experiments and incrementality testing.<\/p>\n\n\n\n

                          \n\n\n\n

                          Frequently Asked Questions (FAQ)<\/h2>\n\n\n\n

                          1) What are Automation Assisted Conversions in simple terms?<\/h3>\n\n\n\n

                          They are conversions that happen after automated messages or journeys helped move someone toward buying, upgrading, or renewing\u2014even if another channel got the final click.<\/p>\n\n\n\n

                          2) How do Automation Assisted Conversions differ from last-click conversions?<\/h3>\n\n\n\n

                          Last-click gives full credit to the final interaction. Automation Assisted Conversions<\/strong> recognizes that automation may have influenced the decision earlier in the journey, which is common in Direct & Retention Marketing<\/strong>.<\/p>\n\n\n\n

                          3) What lookback window should I use to count an assist?<\/h3>\n\n\n\n

                          It depends on your cycle length. E-commerce might use days; B2B trials might use weeks. The best approach is to start with a reasonable window based on typical time-to-convert, then validate with cohort analysis and testing.<\/p>\n\n\n\n

                          4) Can Marketing Automation prove that automation caused the conversion?<\/h3>\n\n\n\n

                          Not by itself. Marketing Automation<\/strong> can show exposure (who received what, when), but causality typically requires experiments such as holdouts or randomized splits.<\/p>\n\n\n\n

                          5) Which channels usually drive the most assisted conversions?<\/h3>\n\n\n\n

                          Email, SMS, push, and in-app messages are common drivers, but the winners depend on your audience, consent rates, and lifecycle design in Direct & Retention Marketing<\/strong>.<\/p>\n\n\n\n

                          6) Should I optimize for more assisted conversions or more incremental conversions?<\/h3>\n\n\n\n

                          Use assisted conversions to find influence and opportunities, but prioritize incremental conversions when making big decisions. Assisted metrics are directional; incrementality is definitive.<\/p>\n\n\n\n

                          7) What\u2019s a common mistake when reporting Automation Assisted Conversions?<\/h3>\n\n\n\n

                          Counting nearly every conversion as \u201cassisted\u201d due to overly broad rules or long windows. Keep definitions tight and pair reporting with experiments to maintain trust.<\/p>\n","protected":false},"excerpt":{"rendered":"

                          Automation Assisted Conversions are conversions (purchases, sign-ups, renewals, booked demos, upgrades) that happen after automation meaningfully influenced a customer\u2019s decision\u2014even if the final click or last touch came from another channel. In **Direct & Retention Marketing**, this concept helps teams recognize the true contribution of lifecycle programs like email, SMS, push, in-app messages, and triggered journeys. Inside **Marketing Automation**, it becomes a way to connect automated orchestration with measurable revenue outcomes.<\/p>\n","protected":false},"author":10235,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1894],"tags":[],"class_list":["post-8175","post","type-post","status-publish","format-standard","hentry","category-marketing-automation"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/posts\/8175","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/users\/10235"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/comments?post=8175"}],"version-history":[{"count":0,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/posts\/8175\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/media?parent=8175"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/categories?post=8175"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wizbrand.com\/tutorials\/wp-json\/wp\/v2\/tags?post=8175"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}