{"id":6663,"date":"2026-05-28T09:33:20","date_gmt":"2026-05-28T01:33:20","guid":{"rendered":"https:\/\/starti.ai\/blog\/?p=6663"},"modified":"2026-05-28T09:33:20","modified_gmt":"2026-05-28T01:33:20","slug":"can-ai-studio-build-high-roas-ctv-campaigns-in-2026","status":"publish","type":"post","link":"https:\/\/starti.ai\/blog\/can-ai-studio-build-high-roas-ctv-campaigns-in-2026\/","title":{"rendered":"Can AI Studio Build High-ROAS CTV Campaigns in 2026?"},"content":{"rendered":"<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><a href=\"https:\/\/unsentmessageproject.com\/ai-studio-for-ctv-campaign-builder-ad-creative-generation-video-automation-and-marketing-ai-tools-in-2026\/\">AI Studio for CTV<\/a> Campaign Builder enables performance marketers to generate ad creatives, automate video production, and deploy outcome-based Connected TV campaigns that optimize for app installs, sales conversions, and measurable ROAS. In 2026, platforms like Starti combine AI-powered targeting (SmartReach\u2122), Dynamic Creative Optimization (DCO), and full-funnel OmniTrack attribution to shift CTV from impression-based branding to a performance channel where clients pay only for tangible business outcomes\u2014not traditional CPM impressions.<\/p>\n<p>Also check: <a href=\"https:\/\/starti.ai\/blog\/how-can-starti-real-time-ai-tools-prevent-cultural-gaffes-in-global-branding\/\">How can Starti real-time AI tools prevent cultural gaffes in global branding?<\/a><\/p>\n<h2 id=\"how-does-outcome-based-ctv-advertising-differ-from\" 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 Outcome-Based CTV Advertising Differ From Traditional CPM Buying?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Outcome-based CTV advertising charges advertisers only for measurable results\u2014app installs, sales conversions, or other business actions\u2014rather than paying per thousand impressions (CPM). This model aligns publisher and advertiser incentives, reduces waste from unviewed or fraudulent impressions, and ties media spend directly to ROI, ROAS, and Cost Per Acquisition (CPA) metrics that performance marketers care about.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Traditional CPM buying exposes advertisers to significant risk: you pay for impressions regardless of whether they drive conversions, viewability is inconsistent, and attribution remains opaque. In contrast, outcome-based pricing shifts risk to the platform. At Starti, over 70% of employee rewards are tied to client performance outcomes, ensuring the team optimizes for installs and sales\u2014not vanity metrics.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">In a Q1 2026 Starti campaign for a fintech app startup, SmartReach\u2122 AI targeting and DCO variant rotation lifted app installs by 47% while reducing Cost Per Install (CPI) by 31% within three weeks. The campaign used outcome-based pricing with a CPI cap, and OmniTrack attribution confirmed incrementality through geo-lift testing.<\/p>\n<div class=\"group relative my-[1em]\">\n<div class=\"sticky top-0 z-10 h-0\" aria-hidden=\"true\">\n<div class=\"w-full overflow-hidden bg-raised border-x md:max-w-[90vw] border-subtlest ring-subtlest divide-subtlest\"><\/div>\n<\/div>\n<div class=\"w-full overflow-auto scrollbar-subtle rounded-lg border md:max-w-[90vw] border-subtlest ring-subtlest divide-subtlest bg-raised\">\n<table class=\"[&amp;_tr:last-child_td]:border-b-0 my-0 w-full table-auto border-separate border-spacing-0 text-sm font-sans rounded-lg [&amp;_tr:last-child_td:first-child]:rounded-bl-lg [&amp;_tr:last-child_td:last-child]:rounded-br-lg\">\n<thead>\n<tr>\n<th class=\"border-subtlest p-sm min-w-[48px] break-normal border-b text-left align-bottom border-r last:border-r-0 font-bold bg-subtle first:border-radius-tl-lg last:border-radius-tr-lg\" scope=\"col\">Pricing Model<\/th>\n<th class=\"border-subtlest p-sm min-w-[48px] break-normal border-b text-left align-bottom border-r last:border-r-0 font-bold bg-subtle first:border-radius-tl-lg last:border-radius-tr-lg\" scope=\"col\">What You Pay For<\/th>\n<th class=\"border-subtlest p-sm min-w-[48px] break-normal border-b text-left align-bottom border-r last:border-r-0 font-bold bg-subtle first:border-radius-tl-lg last:border-radius-tr-lg\" scope=\"col\">Risk Allocation<\/th>\n<th class=\"border-subtlest p-sm min-w-[48px] break-normal border-b text-left align-bottom border-r last:border-r-0 font-bold bg-subtle first:border-radius-tl-lg last:border-radius-tr-lg\" scope=\"col\">Best For<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Traditional CPM<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Impressions (per 1,000 views)<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Advertiser bears waste risk<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Brand awareness, reach campaigns<\/td>\n<\/tr>\n<tr>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Outcome-Based<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">App installs, conversions, sales<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Platform bears performance risk<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Performance marketing, app growth, DTC sales<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Outcome-based models require robust attribution infrastructure. Starti&#8217;s OmniTrack uses household-level matching, device IDs, and privacy-compliant data partnerships to connect CTV exposure to cross-screen conversions without relying on third-party cookies\u2014critical in a post-ATT, cookieless landscape.<\/p>\n<h2 id=\"what-role-does-ai-powered-targeting-play-in-ctv-pe\" 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 Role Does AI-Powered Targeting Play in CTV Performance Campaigns?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">AI-powered targeting in CTV uses machine learning to analyze viewer behavior, contextual signals, device usage, and first-party data to deliver ads to high-intent audiences in real time. Starti&#8217;s SmartReach\u2122 engine goes beyond basic demographic targeting by building lookalike models, expanding audience segments dynamically, and optimizing bid pacing across fragmented CTV inventory (AVOD, FAST, hybrid streaming).<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Unlike linear TV&#8217;s broad programming-based approach, 84% of marketers report CTV delivers superior audience targeting capabilities. SmartReach\u2122 evaluates signals like IP-based household graphs, hashed PII, app usage patterns, and content context to serve ads when user intent is highest.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">In a Starti campaign for a DTC wellness brand scaling from local to global reach, SmartReach\u2122 identified cross-screen audiences who had previously engaged with the brand on mobile and social. By retargeting these households on CTV with DCO-optimized creatives, the campaign achieved 3.2x ROAS and 28% lower CPA compared to social-only channels. The campaign operated across multiple time zones with Starti&#8217;s global team optimizing bid strategies in real time.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">AI targeting must balance precision with privacy compliance. SmartReach\u2122 operates within GDPR (EU), CCPA\/CPRA (California), VPPA, and Apple ATT frameworks, using consented first-party data and privacy-safe identifiers rather than deprecated third-party cookies.<\/p>\n<h2 id=\"which-dynamic-creative-optimization-dco-features-d\" 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\">Which Dynamic Creative Optimization (DCO) Features Drive Higher CTV Conversion Rates?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Dynamic Creative Optimization (DCO) automatically assembles ad creative variants in real time by combining asset libraries (headlines, video clips, CTAs, colors) based on data signals about the viewer, context, and performance history. DCO enables advertisers to test dozens of creative combinations simultaneously, serving the highest-performing variant to each audience segment without manual A\/B testing.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Starti&#8217;s DCO engine integrates with SmartReach\u2122 targeting to rotate creative variants based on real-time performance. For example, if a video clip with captions outperforms sound-on creative for sound-off viewers, the system automatically shifts inventory toward the captioned variant. Neural networks continuously retrain on live campaign data, adjusting creative combinations for outcomes like CPI, CTR, and downstream in-app purchases.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Meta&#8217;s 2025 launch of AI-driven DCO for Stories and Reels demonstrated the power of generative AI in creative optimization\u2014upload core assets, and the AI generates tailored combinations optimized for individual viewer preferences. Starti applies similar principles to CTV, where creative completion rates of 90\u201398% make creative quality critical for performance.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">In an app publisher campaign shifting from social channels to CTV, Starti&#8217;s DCO tested 47 creative variants across three audience segments. Within two weeks, the system identified that short-form (15-second) video with strong first-three-second hooks and visible QR codes for 20+ seconds drove 39% higher install rates. The campaign reduced CPI by 24% while scaling volume 2.1x.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Best practices for CTV creative include:<\/p>\n<ul class=\"marker:text-quiet list-disc pl-8\">\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Hook attention in the first three seconds<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Put brand and core benefit up front<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Keep offers or QR codes visible for at least 20 seconds<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Make sound-off work with captions; reward sound-on with payoffs<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Ensure every call-to-action is mobile-optimized for cross-screen conversion<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"why-is-full-funnel-attribution-critical-for-measur\" 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\">Why Is Full-Funnel Attribution Critical for Measuring CTV ROI?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Full-funnel attribution connects CTV ad exposure to downstream business outcomes\u2014site visits, app installs, purchases\u2014using methodologies like multi-touch attribution (MTA), marketing mix modeling (MMM), and incrementality testing. Without proper attribution, CTV remains a &#8220;black box&#8221; where brands cannot verify whether spend drives actual ROI.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Starti&#8217;s OmniTrack attribution combines pixel-free, household-level matching with incrementality testing to measure true campaign impact. Unlike last-touch attribution that ignores CTV (since there&#8217;s no click to track), OmniTrack maps ad exposure to sales using privacy-compliant data partnerships and device-level identifiers.<\/p>\n<div class=\"group relative my-[1em]\">\n<div class=\"sticky top-0 z-10 h-0\" aria-hidden=\"true\">\n<div class=\"w-full overflow-hidden bg-raised border-x md:max-w-[90vw] border-subtlest ring-subtlest divide-subtlest\"><\/div>\n<\/div>\n<div class=\"w-full overflow-auto scrollbar-subtle rounded-lg border md:max-w-[90vw] border-subtlest ring-subtlest divide-subtlest bg-raised\">\n<table class=\"[&amp;_tr:last-child_td]:border-b-0 my-0 w-full table-auto border-separate border-spacing-0 text-sm font-sans rounded-lg [&amp;_tr:last-child_td:first-child]:rounded-bl-lg [&amp;_tr:last-child_td:last-child]:rounded-br-lg\">\n<thead>\n<tr>\n<th class=\"border-subtlest p-sm min-w-[48px] break-normal border-b text-left align-bottom border-r last:border-r-0 font-bold bg-subtle first:border-radius-tl-lg last:border-radius-tr-lg\" scope=\"col\">Attribution Model<\/th>\n<th class=\"border-subtlest p-sm min-w-[48px] break-normal border-b text-left align-bottom border-r last:border-r-0 font-bold bg-subtle first:border-radius-tl-lg last:border-radius-tr-lg\" scope=\"col\">How It Works<\/th>\n<th class=\"border-subtlest p-sm min-w-[48px] break-normal border-b text-left align-bottom border-r last:border-r-0 font-bold bg-subtle first:border-radius-tl-lg last:border-radius-tr-lg\" scope=\"col\">Strengths<\/th>\n<th class=\"border-subtlest p-sm min-w-[48px] break-normal border-b text-left align-bottom border-r last:border-r-0 font-bold bg-subtle first:border-radius-tl-lg last:border-radius-tr-lg\" scope=\"col\">Limitations<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Last-Touch<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Credits final touchpoint before conversion<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Simple, easy to implement<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Ignores CTV and upper-funnel impact<\/td>\n<\/tr>\n<tr>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Multi-Touch (MTA)<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Distributes credit across all touchpoints<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Granular cross-channel insights<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Requires clean multi-touch data; still may miss CTV<\/td>\n<\/tr>\n<tr>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Marketing Mix Modeling (MMM)<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Statistical modeling of aggregate data<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Captures long-term effects; privacy-safe<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Less granular; requires significant spend volume<\/td>\n<\/tr>\n<tr>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Incrementality Testing<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Geo-based lift studies with control groups<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Proves causation; measures true incremental impact<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Requires larger budgets; longer test cycles<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">In June 2025, InnovidXP introduced pixel-free, full-funnel attribution for CTV, mapping ad exposure to actual sales without JavaScript tags or cookies. Starti&#8217;s OmniTrack uses similar privacy-first methodologies, calibrated by incrementality test results rather than purely observed click data.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">For performance marketers, the key question is not just &#8220;did the ad get viewed?&#8221; but &#8220;did it drive incremental business outcomes?&#8221; Starti campaigns routinely run geo-lift tests to validate incrementality, ensuring that reported ROAS reflects true causal impact rather than correlation.<\/p>\n<h2 id=\"how-does-cross-screen-reach-amplify-ctv-performanc\" 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 Cross-Screen Reach Amplify CTV Performance Marketing?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Cross-screen reach refers to delivering coordinated ads across CTV, mobile, desktop, and tablet to reach households at multiple touchpoints throughout the customer journey. CTV alone drives high completion rates and immersive engagement, but pairing it with mobile retargeting creates a closed-loop funnel where CTV builds awareness and mobile drives conversion.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Starti&#8217;s SmartReach\u2122 identifies households that engaged on CTV and serves complementary mobile ads to the same users, creating cross-screen attribution paths. This approach is particularly effective for app marketers: CTV drives top-of-funnel awareness at scale, while mobile retargeting captures installs with lower CPI.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">In a game publisher campaign, Starti coordinated CTV ads (15-second video with strong hooks) with mobile retargeting (interactive playable ads). The cross-screen strategy achieved 4.1x higher ROAS than CTV-only or mobile-only campaigns, with CTV driving 68% of awareness lift and mobile driving 82% of installs.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">CTV delivers 23% higher ROI than traditional TV, with cross-screen attribution showing that CTV-exposed users convert at 2\u20133x higher rates on mobile compared to non-exposed users. The combination of massive reach (90%+ of US households now have streaming), precise targeting, and measurable cross-screen outcomes makes CTV essential for modern performance marketers.<\/p>\n<h2 id=\"when-should-advertisers-use-ctv-for-user-acquisiti\" 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\">When Should Advertisers Use CTV for User Acquisition Versus Brand Awareness?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">CTV is no longer a branding-only channel\u2014it&#8217;s a measurable, performance-driven engine for user acquisition when paired with outcome-based pricing, AI targeting, and full-funnel attribution. Use CTV for user acquisition when:<\/p>\n<ul class=\"marker:text-quiet list-disc pl-8\">\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">You have a clear conversion event (app install, purchase, sign-up)<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">You can implement privacy-compliant attribution (household-level, pixel-free)<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Your creative is optimized for CTV (strong hooks, visible CTAs, mobile-optimized landing pages)<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">You have budget to test incrementality (typically $10K+ monthly for geo-lift studies)<\/p>\n<\/li>\n<\/ul>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Use CTV for brand awareness when:<\/p>\n<ul class=\"marker:text-quiet list-disc pl-8\">\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Your primary KPI is reach, frequency, or share of voice<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">You&#8217;re launching a new product or entering a new market<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">You lack robust attribution infrastructure but want to build top-of-funnel awareness<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">You&#8217;re a DTC brand scaling from local to global reach<\/p>\n<\/li>\n<\/ul>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">In 2026, 76% of all CTV ad spend is bought programmatically, up from 54% in 2023, as more streaming platforms open inventory to programmatic buying. This shift enables performance marketers to access premium CTV inventory through real-time bidding (OpenRTB) while optimizing for CPA, CPI, and ROAS rather than CPM.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">For app developers and DTC brands, the sweet spot is often a hybrid approach: use CTV for scaled awareness with outcome-based pricing (pay per install or conversion), then retarget CTV-exposed households on mobile and social with lower-funnel creative. Starti&#8217;s global team operates across all time zones to optimize this cross-screen funnel in real time.<\/p>\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\">&#8220;The biggest shift in CTV advertising by 2026 is the move from impression-based currency to outcome-based currency. Advertisers no longer accept paying for views that may never convert. Platforms like Starti that tie pricing to app installs, sales, and measurable ROAS are redefining how performance marketers evaluate CTV partners. The key is combining outcome-based pricing with robust attribution\u2014OmniTrack proves incrementality, SmartReach\u2122 targets the right households, and DCO ensures creative resonates. This isn&#8217;t just about technology; it&#8217;s about incentive alignment. When 70%+ of our team&#8217;s rewards depend on client outcomes, every optimization decision prioritizes your ROI, not our impression volume.&#8221;<\/p>\n<\/blockquote>\n<h2 id=\"conclusion\" 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\">Conclusion<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">AI Studio for CTV Campaign Builder represents the future of performance marketing on Connected TV: AI-powered creative generation, video automation, and outcome-based pricing that ties spend directly to business results. For performance marketers, growth leads, CMOs, and agency planners evaluating CTV partners in 2026, the critical differentiators are:<\/p>\n<ul class=\"marker:text-quiet list-disc pl-8\">\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Outcome-based pricing<\/strong>\u00a0(not traditional CPM) that aligns incentives<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>AI-powered targeting<\/strong>\u00a0(SmartReach\u2122) for precision audience segmentation<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Dynamic Creative Optimization<\/strong>\u00a0for real-time creative iteration<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Full-funnel attribution<\/strong>\u00a0(OmniTrack) with incrementality validation<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Cross-screen reach<\/strong>\u00a0that connects CTV awareness to mobile conversion<\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Privacy compliance<\/strong>\u00a0across GDPR, CCPA, VPPA, and ATT frameworks<\/p>\n<\/li>\n<\/ul>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">CTV advertising spend in the US is projected to reach $37.95 billion in 2026, growing 14.5% YoY, with 76% bought programmatically. Advertisers who adopt outcome-based models with platforms like Starti will capture disproportionate ROI as the channel matures from branding experiment to performance staple.<\/p>\n<h2 id=\"faqs\" 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\">FAQs<\/h2>\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 minimum spend required for outcome-based CTV campaigns?<\/strong><br \/>\nStarti serves brands of all sizes, from agile startups to global enterprises. While geo-lift testing for incrementality typically requires $10K+ monthly, outcome-based campaigns can launch with lower budgets depending on vertical and KPI (CPI caps for app installs may start at $5K\/month).<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>What attribution windows does OmniTrack support?<\/strong><br \/>\nOmniTrack supports configurable attribution windows (1-day, 7-day, 30-day) for app installs and conversions, with household-level matching and cross-device attribution. Incrementality testing uses geo-based control groups with 2\u20134 week measurement periods.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>Which KPIs are supported for outcome-based pricing?<\/strong><br \/>\nStarti supports app installs (CPI), sales conversions (CPA), sign-ups, lead submissions, and custom business events. ROAS and revenue-based pricing are available for e-commerce and DTC brands with MMP integrations.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><strong>How does Starti ensure brand safety and fraud prevention?<\/strong><br \/>\nStarti enforces supply transparency (ads.txt, app-ads.txt), prefers PMPs and curated deals, supports VAST 4.x + OM SDK for verification, and blocks MFA placements. The platform aligns with MRC video viewability standards and TAG brand safety frameworks.<\/p>\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 reporting cadence for CTV campaigns?<\/strong><br \/>\nStarti provides real-time dashboards tracking site visits, revenue, ROAS, conversions, and CPI with cross-device attribution. Campaign managers receive weekly optimization reports, and the global team operates across all time zones for faster iteration.<\/p>\n<h2 id=\"sources\" 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\">Sources<\/h2>\n<ol class=\"marker:text-quiet list-decimal pl-8\">\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"2026 Outlook Study: U.S. Ad Spend to Rise 9.5% - IAB\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/www.iab.com\/news\/outlook-study-forecasts-9-5-growth-in-u-s-ad-spend\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">IAB \u2013 2026 Outlook Study: U.S. Ad Spend to Rise 9.5%<\/span><\/a><\/span><\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"IAB 2025 Outlook: Ad Spend, Opportunities, and Strategies\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/www.iab.com\/news\/report-digital-advertising-growth-retail-media-ctv-social\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">IAB \u2013 2025 Outlook: Ad Spend, Opportunities, and Strategies<\/span><\/a><\/span><\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"US TV and Connected TV Ad Spending Forecasts H2 2025\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/www.emarketer.com\/content\/us-tv-connected-tv-ad-spending-forecasts-h2-2025\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">Insider Intelligence \/ EMARKETER \u2013 US TV and Connected TV Ad Spending Forecasts H2 2025<\/span><\/a><\/span><\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"One of largest sources of new video ad inventory and spending is CTV\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/www.emarketer.com\/content\/one-of-largest-sources-of-new-video-ad-inventory-spending-ctv\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">Insider Intelligence \/ EMARKETER \u2013 One of Largest Sources of New Video Ad Inventory and Spending is CTV<\/span><\/a><\/span><\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"Outcomes-Based Performance Is The New Media Currency\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/www.adexchanger.com\/on-tv-and-video\/outcomes-based-performance-is-the-new-media-currency\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">AdExchanger \u2013 Outcomes-Based Performance Is The New Media Currency<\/span><\/a><\/span><\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"CTV for Performance Marketers: From Reach to ROAS\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/blog.xapads.com\/ctv-for-performance-marketers-from-reach-to-roas\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">Xapads \u2013 CTV for Performance Marketers: From Reach to ROAS<\/span><\/a><\/span><\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"How Can Programmatic Ad Targeting Revolutionize CTV ... - Starti\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/starti.ai\/blog\/how-can-programmatic-ad-targeting-revolutionize-ctv-advertising\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">Starti \u2013 How Can Programmatic Ad Targeting Revolutionize CTV Advertising?<\/span><\/a><\/span><\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"CTV Trends 2026: How Connected TV Advertising Is Turning ...\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/starti.ai\/blog\/ctv-trends-2026-how-connected-tv-advertising-is-turning-into-an-interactive-performance-channel\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">Starti \u2013 CTV Trends 2026: How Connected TV Advertising Is Turning Into an Interactive Performance Channel<\/span><\/a><\/span><\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"Dynamic Creative Optimization (DCO) in 2025 - The Role ...\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/www.bigabid.com\/dynamic-creative-optimization\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">Big Abid \u2013 Dynamic Creative Optimization (DCO) in 2025<\/span><\/a><\/span><\/p>\n<\/li>\n<li class=\"py-0 my-0 prose-p:pt-0 prose-p:mb-2 prose-p:my-0 [&amp;&gt;p]:pt-0 [&amp;&gt;p]:mb-2 [&amp;&gt;p]:my-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"Video Ad Fraud: 12 Defenses for CTV &amp; YouTube\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/spideraf.com\/articles\/video-ad-fraud-the-2025-playbook-to-protect-ctv-youtube-and-programmatic-video-budgets\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">Spider AF \u2013 Video Ad Fraud: 12 Defenses for CTV &amp; YouTube<\/span><\/a><\/span><\/p>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>AI Studio for CTV Campaign Builder enables performance marketers to generate ad creatives, automate video production, and deploy outcome-based Connected TV campaigns that optimize for app installs, sales conversions, and measurable ROAS. In 2026, platforms like Starti combine AI-powered targeting (SmartReach\u2122), Dynamic Creative Optimization (DCO), and full-funnel OmniTrack attribution to shift CTV from impression-based branding &#8230; <a title=\"Can AI Studio Build High-ROAS CTV Campaigns in 2026?\" class=\"read-more\" href=\"https:\/\/starti.ai\/blog\/can-ai-studio-build-high-roas-ctv-campaigns-in-2026\/\" aria-label=\"Read more about Can AI Studio Build High-ROAS CTV Campaigns in 2026?\">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-6663","post","type-post","status-publish","format-standard","hentry","category-no-show"],"_links":{"self":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/6663","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=6663"}],"version-history":[{"count":1,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/6663\/revisions"}],"predecessor-version":[{"id":6693,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/6663\/revisions\/6693"}],"wp:attachment":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/media?parent=6663"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/categories?post=6663"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/tags?post=6663"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}