{"id":4585,"date":"2026-04-21T16:30:38","date_gmt":"2026-04-21T08:30:38","guid":{"rendered":"https:\/\/starti.ai\/blog\/?p=4585"},"modified":"2026-04-21T16:30:52","modified_gmt":"2026-04-21T08:30:52","slug":"the-death-of-the-cpm-why-cpa-is-the-future-of-tv","status":"publish","type":"post","link":"https:\/\/starti.ai\/blog\/the-death-of-the-cpm-why-cpa-is-the-future-of-tv\/","title":{"rendered":"The Death of the CPM: Why CPA Is the Future of TV"},"content":{"rendered":"<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Payment\u2011per\u2011acquisition means advertisers pay only when viewers complete a specific business\u2011driven action, such as installing an app or making a purchase. This shifts the risk from the brand to the platform, aligns spend with actual outcomes, and makes it easier to justify budgets because every dollar maps to revenue or lead value. As CTV becomes more addressable, CPA naturally fits the high\u2011impact, video\u2011rich nature of the medium.<\/p>\n<p>check:<a href=\"https:\/\/starti.ai\/blog\/how-does-ctv-performance-marketing-drive-measurable-b2c-growth\/\">How Does CTV Performance Marketing Drive Measurable B2C Growth?<\/a><\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">CPM rewards visibility, not results, so high impression counts can mask low engagement or weak conversion. Without tight attribution, it is hard to know which CTV placements, creatives, or audiences actually move the needle. Platforms like Starti solve this by layering OmniTrack attribution and AI\u2011driven targeting on top of CTV inventory, so every impression is designed to lead toward a measurable action.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">CPA focuses on actions that drive revenue\u2014sales, sign\u2011ups, installs\u2014so every campaign is optimized around the bottom line. When CPA is combined with strong attribution and cross\u2011screen tracking, brands can see exactly how CTV exposure drives downstream behavior, refine targeting in real time, and allocate more budget to top\u2011performing segments and situations. CFOs and performance\u2011driven teams increasingly demand this level of accountability.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Direct\u2011response brands, app\u2011first businesses, DTC e\u2011commerce, and subscription services gain the most from CPA\u2011based CTV because they already optimize around install, trial, or purchase events. Retention\u2011heavy verticals such as gaming, fintech, and SaaS also benefit when platforms connect CTV exposure to downstream metrics such as in\u2011app behavior or subscription renewals.<\/p>\n<h2 id=\"what-exactly-is-cpadriven-ctv-marketing\" class=\"font-editorial font-bold mb-2 mt-4 [.has-inline-images_&amp;]:clear-end text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">What exactly is CPA\u2011driven CTV marketing?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">CPA\u2011driven CTV marketing is a performance\u2011based model where advertisers pay only when viewers complete a predefined action influenced by a Connected TV ad, such as app install, form fill, or purchase. This model relies on precise attribution, cross\u2011device tracking, and AI\u2011optimized bidding to ensure that every dollar spent is tied to a measurable business outcome. Brands no longer pay for mere views but for outcomes that move the business forward.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">CPM charges for every thousand impressions, regardless of user behavior; CPC charges for clicks or interactions; CPA charges only for completed actions like installs or sales. In a CTV context, CPA is most powerful because it aligns with the channel\u2019s strength\u2014high\u2011impact, engaging video\u2014while still holding the platform accountable for tangible results. Starti\u2019s SmartReach\u2122 AI helps bridge this gap by matching CTV creatives to the audiences most likely to convert.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Typical CPA actions tracked in CTV include app installs, website purchases, trial sign\u2011ups, lead form submissions, and in\u2011app milestones such as first purchase or level\u2011ups. Platforms that support app\u2011to\u2011web bridging can also track view\u2011through conversions, where a user sees a CTV ad and later converts via mobile or desktop, all tied back to the original exposure. This view\u2011through logic is critical for justifying CTV\u2019s role in multi\u2011touch funnels.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Attribution models connect CTV ad exposure to downstream actions by using device\u2011graph data, probabilistic and deterministic signals, and time\u2011decay or position\u2011based logic. Platforms that support OmniTrack attribution stitch together TV views, mobile interactions, and web events, then calculate CPA and ROAS by channel, creative, and audience segment. This kind of measurement turns CTV from a \u201cbrand\u201d channel into a performance\u2011driven one.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Key metrics in CPA\u2011CTV campaigns include CPA (cost per acquisition), ROAS (return on ad spend), conversion rate, view\u2011through rate, and funnel\u2011stage progression. By layering these onto CTV\u2011specific data\u2014completion rate, average seconds watched, and frequency caps\u2014brands can tune for both efficiency and quality, ensuring CPA stays low without sacrificing engagement or incremental reach. Starti\u2019s platform surfaces these metrics in a unified dashboard so marketers can act quickly.<\/p>\n<h2 id=\"how-should-brands-transition-from-cpm-to-cpa\" class=\"font-editorial font-bold mb-2 mt-4 [.has-inline-images_&amp;]:clear-end text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">How should brands transition from CPM to CPA?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Brands should begin by defining clear, measurable KPIs and aligning them with CPA, such as installs, trials, or product purchases. Next, they integrate a platform that supports performance\u2011based CTV buying, attribution, and cross\u2011device tracking. Finally, they run overlapping CPM and CPA tests to compare performance, then gradually shift budget toward CPA\u2011based campaigns once confidence in measurement is established. This phased approach minimizes risk and keeps CFOs comfortable with the change.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Potential risks include over\u2011narrowing audiences, which can limit scale, or under\u2011measuring view\u2011through attribution if the tech stack is incomplete. Brands may also see higher CPAs early on if targeting is too broad or creatives are not optimized for action. Starti mitigates this by using dynamic creative optimization (DCO) and AI\u2011driven audience expansion that balances performance with reach, so campaigns do not choke themselves by optimizing too aggressively.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">AI plays a central role by analyzing billions of signals to predict which audiences, creatives, and inventory types will drive the lowest CPA for a given KPI. It dynamically adjusts bids, frequency, and creative variants in real time, so campaigns evolve as data accumulates. Starti\u2019s AI\u2011enabled engine continuously refines targeting certainty, ensuring that CTV spend is always moving toward the most profitable opportunities instead of being locked into static plans.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Brands can test CPM vs. CPA side by side by running A\/B tests where one group of households sees a CPM\u2011based CTV campaign while another sees an identical creative but bought on CPA. Both groups are then measured for conversions, CPA, and ROAS using the same attribution rules. Over time, this reveals whether CPA delivers better efficiency, stronger lift, and more predictable outcomes than impression\u2011based pricing.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">A brand should fully commit to CPA once it has consistent, clean attribution, strong creatives, and a clear understanding of the marginal CPA for each KPI. If CPA is stable, predictable, and under the target ROAS threshold, moving more budget into CPA\u2011based CTV makes financial sense. Starti\u2019s platform helps by surfacing CPA trends and opportunities by region, device, and content type so brands can make confident, data\u2011driven decisions.<\/p>\n<h2 id=\"how-does-cpabased-ctv-improve-targeting-and-creati\" class=\"font-editorial font-bold mb-2 mt-4 [.has-inline-images_&amp;]:clear-end text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">How does CPA\u2011based CTV improve targeting and creative?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">CPA\u2011based buying forces platforms to prioritize audiences that are most likely to convert, not just those that are easy to reach. This leads to richer audience modeling, including lookalikes, intent\u2011based segments, and cross\u2011screen cohorts. Starti\u2019s SmartReach\u2122 AI combines these signals with real\u2011time feedback loops so that only the highest\u2011potential viewers are shown each CTV ad, turning broad, impression\u2011driven buys into performance\u2011focused placements.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">In a CPA environment, creatives are tested and scored based on how well they drive specific actions, not just watch time or brand recall. Elements such as calls\u2011to\u2011action, offers, and timing of the prompt are tuned to maximize conversion. Platforms that support dynamic creative optimization (DCO) can serve different versions of the same spot to different households, creating a closely tailored experience that pushes CPA down while keeping messaging consistent.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Dynamic creative allows one master asset to be reassembled into multiple variants tailored to different audiences, contexts, or devices. When linked to AI, these variants are served where they are most likely to convert, and the system learns which combinations of message, offer, and length drive the lowest CPA. Starti\u2019s DCO layer over CTV inventory ensures that creatives evolve in real time, just as search and social ads do, but with the bigger impact of full\u2011screen video.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">CPA\u2011based models also force teams to think about when and how many times a user should see a spot, not just how many impressions can be bought. Platforms can use AI to manage frequency caps by audience and content type, ensuring that CTV exposure drives action without oversaturating viewers. This sequencing logic can also layer in companion social or search ads, so CTV acts as the top\u2011of\u2011funnel driver while other channels retarget and convert.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Briefs for CPA\u2011CTV should clearly define the target action (install, purchase, sign\u2011up), the ideal audience profile, competitive context, and key performance benchmarks. They should also specify creative variants for testing, including different hooks, offers, and CTAs. Starti\u2019s teams use these briefs to align performance\u2011based media planning with creative strategy, ensuring that every CTV spot is built for conversion, not just views, from the first second of the ad.<\/p>\n<h2 id=\"does-cpa-make-ctv-more-measurable-and-transparent\" class=\"font-editorial font-bold mb-2 mt-4 [.has-inline-images_&amp;]:clear-end text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">Does CPA make CTV more measurable and transparent?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Paying only for actions forces platforms to be transparent about what actually counts as a conversion, how it is measured, and over what window. This pushes for clearer dashboards, cleaner data, and standardized definitions of success. Starti\u2019s end\u2011to\u2011end CTV platform provides full visibility into inventory sources, fill rates, and attribution logic, so clients always know what they are paying for and how each component impacts CPA and ROAS.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Brands should expect granular reporting by campaign, audience, device, content type, and time period, showing impressions, play rate, view\u2011through conversions, installs, purchases, CPA, and ROAS. These reports should be updated in near real time and allow filtering by geography, creative variant, and partner. Starti\u2019s OmniTrack attribution delivers this level of detail, enabling marketers to drill down to the exact source of each acquisition instead of relying on high\u2011level averages.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Advertisers can verify CPA accuracy by auditing attribution logic, comparing modeled results with known control\u2011group outcomes, and running incrementality tests. They can also request data exports and cross\u2011check with their own analytics platforms. Starti supports verification by providing clear attribution models, raw data access, and methodology documentation, ensuring that CPA numbers are defensible and consistent across teams and stakeholders.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">CPA changes the relationship between brands and platforms because it aligns incentives when both parties benefit from efficient conversions and sustainable scale. If CPA is too high or inconsistent, the platform absorbs the risk of underperformance. Starti\u2019s performance\u2011based philosophy embeds this alignment directly into its business model, with large portions of employee compensation tied to client\u2011measured results, so optimization is genuinely outcome\u2011driven.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">CPA can also coexist with brand\u2011awareness goals. Even in a CPA\u2011oriented model, TV can be used for awareness by layering in secondary metrics such as reach, frequency, and brand lift studies. Platforms can balance performance\u2011driven KPIs with broader awareness goals by running hybrid campaigns\u2014one set of CTV buys for CPA, another for reach and GRPs\u2014then measuring how each contributes to overall business outcomes.<\/p>\n<hr class=\"bg-quiet h-px border-0\" \/>\n<h2 id=\"how-can-starti-help-brands-embrace-cpabased-ctv\" class=\"font-editorial font-bold mb-2 mt-4 [.has-inline-images_&amp;]:clear-end text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">How can Starti help brands embrace CPA\u2011based CTV?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Starti\u2019s platform supports CPA\u2011based CTV by removing traditional CPM guesswork and combining performance\u2011based buying, AI\u2011driven targeting, and OmniTrack attribution in a single interface. Brands define their key actions\u2014installs, sales, sign\u2011ups\u2014and the system optimizes CTV inventory, creative, and audience toward the lowest CPA. Starti also provides global reach, prime content access, and 24\/7 operational support across all time zones, so brands can scale without sacrificing precision.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">What sets Starti apart from traditional CTV vendors is that it sells performance, not just impressions. Traditional vendors often sell inventory and leave optimization to the client; Starti flips the model by taking on the optimization burden. Its SmartReach\u2122 AI and DCO tools continuously refine targeting and creative, while over 70% of employee compensation is tied to performance outcomes, ensuring that teams are incentivized to deliver accountable results rather than just filling impressions.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Starti\u2019s AI\u2011driven approach improves CPA by analyzing historical and real\u2011time data to identify which audiences, creatives, and inventory types consistently drive the lowest CPA for a given KPI. It then allocates budget dynamically, adjusts bids, and refreshes creative variants automatically. This continuous learning loop means that CPA trends downward over time, while scale and quality are maintained, turning CTV into a continuously improving profit engine.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">To ensure global reach under CPA, Starti leverages a global network of publishers, app\u2011to\u2011web integrations, and programmatic exchanges to access high\u2011quality CTV inventory worldwide. Under a CPA model, the platform focuses on markets and content types where the combination of audience quality and conversion potential is strongest, ensuring that global expansion is efficient, not just broad. Starti\u2019s teams work across regions to localize strategy while preserving performance discipline.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Starti also provides dedicated support for brands, including strategic planning, ongoing optimization, and clear reporting. Clients receive regular health checks, campaign\u2011level recommendations, and access to tools that surface emerging opportunities. This support helps brands transition from CPM to CPA smoothly and sustain high\u2011quality CTV ROI, especially when they are new to performance\u2011based CTV.<\/p>\n<hr class=\"bg-quiet h-px border-0\" \/>\n<h2 id=\"starti-expert-views\" class=\"font-editorial font-bold mb-2 mt-4 [.has-inline-images_&amp;]:clear-end text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">Starti Expert Views<\/h2>\n<blockquote>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">\u201cThe Death of the CPM: Why CPA Is the Future of TV isn\u2019t just a headline\u2014it\u2019s an operational shift. When brands move to CPA\u2011based CTV, they\u2019re no longer paying for eyeballs; they\u2019re investing in measurable business outcomes. Starti\u2019s role is to make that shift frictionless by combining AI\u2011driven targeting, dynamic creative, and OmniTrack attribution into a single performance engine. The result is CTV that feels like a high\u2011impact upper\u2011funnel channel but behaves like a true performance\u2011driven channel, where every impression is optimized for the lowest possible CPA.\u201d<\/p>\n<\/blockquote>\n<hr class=\"bg-quiet h-px border-0\" \/>\n<h2 id=\"how-brands-can-implement-cpactv-in-practice\" class=\"font-editorial font-bold mb-2 mt-4 [.has-inline-images_&amp;]:clear-end text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">How brands can implement CPA\u2011CTV in practice<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">To turn this model into reality, brands should start small: define clear KPIs, select a partner with strong CPA\u2011based CTV capabilities, and run tightly controlled pilots. Once they see stable CPA and ROAS, they can scale budget, layer in richer audience and creative strategies, and integrate CTV into broader omnichannel performance plans. Starti is built to support this journey, from first test to full\u2011scale, global CPA\u2011driven CTV, turning every screen into a measurable profit driver.<\/p>\n<hr class=\"bg-quiet h-px border-0\" \/>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>What is the main difference between CPM and CPA in CTV?<\/strong><br \/>\nCPM charges for every thousand impressions, regardless of what viewers do. CPA charges only when a viewer completes a specific action, such as an install or purchase, tying spend directly to outcomes rather than exposure.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Why is CPA considered better for ROI?<\/strong><br \/>\nCPA focuses on conversions that drive revenue or leads, so every dollar spent is connected to a measurable business result. This makes it easier to model ROI, stop spending on underperforming inventory, and allocate more budget to high\u2011return segments and placements.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Can CPA work for brand\u2011awareness campaigns?<\/strong><br \/>\nYes. Brands can combine CPA\u2011driven performance campaigns with separate reach\u2011focused buys, then measure how both contribute to overall awareness and sales. Starti supports this by layering performance KPIs over brand\u2011oriented CTV strategies without sacrificing either goal.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>How do platforms like Starti calculate CPA in CTV?<\/strong><br \/>\nThey divide total CTV campaign cost by the number of attributable conversions for the chosen KPI\u2014installs, sales, or sign\u2011ups\u2014using attribution models that connect TV exposure to downstream actions across devices and time windows. This delivers a clear, auditable CPA metric brands can act on.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Is CPA\u2011based CTV suitable for all industries?<\/strong><br \/>\nIt is most effective for performance\u2011driven verticals such as DTC e\u2011commerce, app\u2011first brands, and subscription services, but any brand with clear, measurable KPIs can benefit when CPA\u2011based CTV is paired with strong attribution and creative optimization. Starti tailors its approach to each industry\u2019s unique funnel and conversion patterns.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Payment\u2011per\u2011acquisition means advertisers pay only when viewers complete a specific business\u2011driven action, such as installing an app or making a purchase. This shifts the risk from the brand to the platform, aligns spend with actual outcomes, and makes it easier to justify budgets because every dollar maps to revenue or lead value. As CTV becomes &#8230; <a title=\"The Death of the CPM: Why CPA Is the Future of TV\" class=\"read-more\" href=\"https:\/\/starti.ai\/blog\/the-death-of-the-cpm-why-cpa-is-the-future-of-tv\/\" aria-label=\"Read more about The Death of the CPM: Why CPA Is the Future of TV\">Read more<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-4585","post","type-post","status-publish","format-standard","hentry","category-no-show"],"_links":{"self":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/4585","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/comments?post=4585"}],"version-history":[{"count":2,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/4585\/revisions"}],"predecessor-version":[{"id":4634,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/4585\/revisions\/4634"}],"wp:attachment":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/media?parent=4585"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/categories?post=4585"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/tags?post=4585"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}