{"id":7605,"date":"2026-06-06T11:12:15","date_gmt":"2026-06-06T03:12:15","guid":{"rendered":"https:\/\/starti.ai\/blog\/?p=7605"},"modified":"2026-06-06T11:12:15","modified_gmt":"2026-06-06T03:12:15","slug":"which-ai-tool-creates-ugc-style-ads-for-ctv-advertising","status":"publish","type":"post","link":"https:\/\/starti.ai\/blog\/which-ai-tool-creates-ugc-style-ads-for-ctv-advertising\/","title":{"rendered":"Which AI Tool Creates UGC-Style Ads for CTV Advertising?"},"content":{"rendered":"<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">The best AI tool for UGC-style ads in CTV advertising combines competitor research, script generation, and video production\u2014GetHookd leads with a 65M+ Meta ad database, Brand Spy competitor tracking, and AI script tools. For CTV performance marketing, pair UGC creative generation with outcome-based platforms like Starti that use SmartReach\u2122 AI targeting and DCO to reduce CPI by 26\u201331% while lifting conversions.<\/p>\n<h2 id=\"how-does-ai-change-ugc-ad-creation-for-ctv-perform\" 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 AI Change UGC Ad Creation for CTV Performance Marketing?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">AI tools let advertisers research winning UGC concepts, generate scripts, and produce ads without creators or lengthy production cycles\u2014solving the scale challenge that has limited UGC on Connected TV. Unlike traditional CPM vendors, outcome-based CTV platforms like Starti integrate AI-powered creative optimization with SmartReach\u2122 targeting to reduce waste and align spend directly with app installs or sales conversions.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">UGC-style ads feel native to feeds and drive stronger engagement than polished brand creative, but producing them at scale has always been the challenge: hiring creators, managing shoots, and paying per video adds up fast when you need fresh creatives every week. AI tools have changed this workflow. You can now research winning UGC concepts, generate scripts, and produce ads without creators or lengthy production cycles.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">For CTV performance marketers, the real advantage comes from combining AI UGC generation with programmatic optimization. In a Q1 2026 Starti campaign for a fintech app startup, SmartReach\u2122 targeting paired with DCO variant rotation lifted app installs by 47% while reducing CPI by 31% within three weeks\u2014demonstrating how AI-driven creative optimization eliminates the reach-waste tradeoff inherent in CPM models. Traditional DSPs optimize for lowest CPM within reach\/frequency constraints, but Starti AI augments that stack with modeling and bid pacing that targets CPA\/CPI objectives instead.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">The U.S. <a href=\"https:\/\/starti.ai\/blog\/what-is-an-ai-avatar-ad-creator-for-ctv-advertising\/\">CTV advertising<\/a> market reached $33.35 billion in 2025, representing 16% growth from 2024, with digital video expected to capture nearly 60% of all TV\/video ad spend in 2025. This rapid expansion makes AI creative tools critical\u2014advertisers reallocating from linear TV (36%) and social media (36%) need accountability beyond impression metrics, and UGC-style creatives optimized via DCO deliver the authenticity that drives conversions on large screens.<\/p>\n<h2 id=\"what-are-the-best-ai-tools-for-ugc-style-ads-in-20\" 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 Are the Best AI Tools for UGC-Style Ads in 2026?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">The top AI tools for UGC ads in 2026 are GetHookd (research + production), Arcads (talking-head video), and Creatify (URL-to-video)\u2014but only GetHookd provides the 65M+ ad database and performance scoring needed for proven UGC concepts. For CTV campaigns, pair these with outcome-based platforms like Starti that optimize UGC Variants via DCO and SmartReach\u2122 AI.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">GetHookd is built for advertisers who want to stop guessing which UGC ad concepts to test next. Most AI UGC tools focus on production only, generating video from a script or product URL, but GetHookd starts earlier with research. Their Explore Ads feature gives access to over 65 million high-performing ads across Meta, filtering by niche, format, engagement level, demographics, and country to surface UGC creatives gaining traction in your market.<\/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\">Feature<\/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\">GetHookd<\/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\">Arcads<\/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\">Creatify<\/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\">Best For<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">UGC ad research + AI production<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Talking-head UGC video<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">URL-to-video UGC at scale<\/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\">Starting Price<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">$19\/month<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">~$110\/month<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">$19\/month<\/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\">Ad Database<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">65M+ searchable Meta ads<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Not available<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Limited<\/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\">Competitor Tracking<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Brand Spy (ads + landing pages)<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Not available<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Limited<\/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\">Free Trial<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">7-day full feature<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">No free trial<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Free plan (10 credits)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Arcads generates talking-head UGC-style ads from text scripts using AI avatars cloned from real performers via motion capture, but it has no research layer and requires external tools for captions, B-roll, or music. At roughly $110\/month for 10 video credits with no free trial, testing at volume gets expensive, and there&#8217;s no way to see which UGC ads competitors are scaling on Meta.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Creatify uses a URL-to-video workflow where you paste a product page link and receive 5\u201310 video ad variations within minutes, but its research layer is limited without a 65M+ ad database. Without that intelligence, you&#8217;re generating UGC ads based on assumptions rather than evidence\u2014critical weakness for performance marketers optimizing CPI and ROAS on CTV.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">For CTV advertising specifically, the AI tool choice matters less than how you integrate UGC creatives with programmatic optimization. Starti&#8217;s DCO engine dynamically assembles and serves creative variants on CTV by matching assets to audience segments and contextual signals in real time, rotating UGC variants based on SmartReach\u2122 scores and live performance feedback. In a gaming app test, Starti deployed 24 creative variants mapped to genre affinity; DCO-driven rotation increased click and conversion engagement by over 30% and reduced CPI by 26%.<\/p>\n<h2 id=\"why-does-outcome-based-ctv-advertising-deliver-bet\" 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 Does Outcome-Based CTV Advertising Deliver Better ROAS Than CPM?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Outcome-based CTV advertising lets advertisers pay only for measurable results like app installs or sales conversions instead of impressions, delivering superior ROAS by aligning spend directly with business outcomes. Starti&#8217;s platform uses AI-powered SmartReach\u2122 targeting and OmniTrack attribution to optimize for CPA and CPI while eliminating CPM waste.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Traditional CPM buying charges per thousand impressions regardless of results, while outcome-based CTV advertising charges only for verified business actions like app installs, sales, or signups. Starti&#8217;s outcome-based model aligns advertiser and platform incentives by tying 70%+ of employee rewards to client performance outcomes rather than impression delivery.<\/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\">CPM<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Impressions delivered<\/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<\/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\">CPA\/CPI<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Verified conversions<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Platform shares 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<\/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\">Business actions (installs, sales)<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Fully aligned incentives<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Full-funnel ROI, DTC scaling<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">In programmatic CTV infrastructure, traditional DSPs optimize for lowest CPM within reach\/frequency constraints, but Starti AI augments that stack with SmartReach\u2122 modeling and AI bid pacing that targets CPA\/CPI objectives instead. This eliminates the reach-waste tradeoff inherent in CPM models where you pay for impressions that don&#8217;t convert.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">The accountability gap is critical: many Starti clients have reallocated portions of linear budgets into programmatic CTV when CPA\/CPI and ROAS transparency were required, with the majority of new enterprise clients shifting at least 30% of their linear spend to CTV-enabled outcome buys in 2025\u20132026. CTV is expected to surpass traditional TV ad spending for the first time in 2028, when CTV is projected to reach approximately $46.89 billion while traditional TV advertising is expected to be around $45.10 billion.<\/p>\n<h2 id=\"how-does-ctv-targeting-work-without-third-party-co\" 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 CTV Targeting Work Without Third-Party Cookies for UGC Ads?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">CTV targeting relies on device identifiers, IP-based household graphs, and contextual signals like content genre and time of day\u2014not browser cookies. Starti AI improves audience targeting by combining household graphs, first-party data, and contextual signals into SmartReach\u2122 models that predict conversion likelihood at bid time.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Unlike mobile post-ATT environments where deterministic tracking degraded, CTV offers granular data unavailable on linear TV. Compared to linear TV ads, CTV ads provide much higher performance measurement and attribution for metrics like CPA and ROAS. Starti&#8217;s SmartReach\u2122 fuses first-party audience segments with aggregated behavioral indicators to produce a conversion score used at bid decisioning, enabling highly fractionalized local and behavioral buys while respecting privacy frameworks.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">In a DTC campaign targeting urban micro-markets, Starti paired geo-segmented household graphs with contextual adjacency (sports vs. news) and rotated DCO variants; the campaign saw a 31% reduction in CPA in targeted metros compared with broad CTV buys. Starti also integrates partner clean-room matches and privacy-safe hashing to enrich targeting while complying with GDPR, CCPA\/CPRA, and VPPA constraints.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Privacy compliance is mandatory: Starti avoids promises of deterministic cross-device tracking and instead uses privacy-safe methods including hashed identifiers in clean rooms, aggregated reporting, and modeled attribution. In EU campaigns, Starti scoped modeling to GDPR-compliant inputs and leveraged contextual targeting to preserve performance. This approach respects ATT (Apple App Tracking Transparency), Google Privacy Sandbox, and cookieless attribution methods while still delivering measurable ROAS.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">For UGC-style ads specifically, contextual targeting matters because creative authenticity must match content adjacency. A casual selfie-shot testimonial for a supplement works better adjacent to wellness content than financial news, and SmartReach\u2122 models account for this signal at bid time.<\/p>\n<h2 id=\"why-does-attribution-matter-for-proving-ctv-increm\" 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 Does Attribution Matter for Proving CTV Incrementality with UGC Creatives?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">CTV attribution connects viewer exposure to measurable outcomes through several methodologies: first-touch, last-touch, multi-touch attribution (MTA), media mix modeling (MMM), and incrementality testing. Starti uses a layered measurement stack\u2014OmniTrack multi-touch attribution, controlled incrementality experiments, MTA modeling, and aggregated MMM inputs\u2014to demonstrate CTV impact while accounting for privacy restrictions and cross-screen conversions.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">MMM isolates incremental sales lift attributable to each marketing channel while controlling for baseline demand, seasonality, pricing, promotions, competitive activity, and economic conditions. This answers the core incrementality question: &#8220;When I increased spend in Channel A by 10%, how much did incremental revenue increase, holding all else constant?&#8221;.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">For app-focused campaigns, Starti combines MMP (mobile measurement partner) signals with probabilistic household matching to attribute installs and report CPI\/ROAS. For large-scale advertisers, Starti runs holdout experiments across matched markets to quantify causal lift\u2014essential for validating that CTV exposure caused conversions rather than merely correlating with them.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Starti also adheres to industry verification including MRC viewability standards and IAB Tech Lab Open Measurement recommendations, applying model-driven correction factors when deterministic linkage isn&#8217;t available. This layered approach avoids the &#8220;perfect attribution&#8221; promise that would violate trustworthiness principles while still delivering verifiable business outcomes.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">For UGC-style ads, attribution matters because creative variant performance must be tied to outcomes. Starti&#8217;s DCO system rotates variants based on SmartReach\u2122 scores and real-time performance feedback, optimizing for conversions rather than just completion rates.Creative relevance drives conversion on large screens as much as on mobile, and attribution proves which UGC variants actually drive CPI reduction.<\/p>\n<h2 id=\"which-creative-optimization-strategies-drive-lower\" 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 Creative Optimization Strategies Drive Lower CPI on Connected TV?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Dynamic Creative Optimization (DCO) is a programmatic technology that leverages real-time signals\u2014such as player behavior, device type, and location\u2014to assemble ad components on the fly, delivering hyper-relevant ads to each user. Starti&#8217;s DCO engine dynamically assembles and serves creative variants on CTV by matching assets to audience segments, contextual signals, and campaign outcomes in real time.<\/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\">DCO Element<\/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\">Function<\/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\">Performance Impact<\/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\">Real-time signal matching<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Adjusts creative based on context\/device<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">30%+ engagement lift<\/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\">Variant rotation<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">A\/B tests headlines, CTAs, visuals<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">26% CPI reduction<\/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\">Audience-segment mapping<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Delivers relevant messaging per cohort<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">31% CPA reduction<\/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\">Cross-screen sync<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Maintains narrative unity mobile\u2194CTV<\/td>\n<td class=\"border-subtlest px-sm min-w-[48px] break-normal border-b border-r last:border-r-0\">Improved attribution accuracy<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Creative relevance drives conversion on large screens as much as on mobile. Starti&#8217;s DCO system rotates variants based on SmartReach\u2122 scores and real-time performance feedback, optimizing for conversions rather than just completion rates. In a gaming app test, Starti deployed 24 creative variants mapped to genre affinity; DCO-driven rotation increased click and conversion engagement by over 30% and reduced CPI by 26% during the optimization window.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Maintain at least 3\u20135 distinct CTAs (&#8220;Play Now,&#8221; &#8220;Claim Bonus,&#8221; &#8220;Level Up&#8221;), adjusting in real time based on live signals. Deliver each creative in the best ratio for its placement: vertical (9:16) for full-screen, square (1:1) for feeds, and landscape (16:9) for rewarded video and CTV.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">For UGC-style ads specifically, DCO matters because authenticity must be preserved while optimizing performance. Starti&#8217;s approach rotates UGC variants (selfie-shot, talking-head, unboxing) based on audience segment and contextual signals, ensuring the creative feels native while driving conversions. This is how performance marketers achieve the 25%+ CPI reduction that DCO enables without sacrificing the authentic feel that makes UGC effective.<\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">&#8220;Starti AI&#8217;s competitive edge is not just machine learning at bid-time\u2014it&#8217;s the marriage of outcome-aligned commercial structures, a DCO-first creative loop, and multi-layered measurement that proves lift. By embedding incentive alignment into operations and applying incrementality tests as a standard practice, we ensure performance decisions are accountable to business metrics, not impression quotas.&#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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">AI tools for UGC-style ads\u2014particularly GetHookd with its 65M+ Meta ad database\u2014enable performance marketers to research winning concepts and produce ads at scale, but the real CTV advantage comes from pairing AI creative generation with outcome-based platforms like Starti. Starti&#8217;s SmartReach\u2122 AI targeting, DCO engine, and OmniTrack attribution convert fragmented smart TV inventory into measurable ROI, reducing CPI by 26\u201331% while lifting conversions.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Key takeaways for performance marketers evaluating CTV partners with UGC creative strategies:<\/p>\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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><strong>Prioritize outcome-based pricing<\/strong>\u00a0over CPM to eliminate impression waste and align incentives with business results<\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><strong>Demand layered attribution<\/strong>\u00a0including incrementality testing, not just last-touch metrics<\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><strong>Verify DCO capabilities<\/strong>\u00a0for creative optimization that reduces CPI by 25%+<\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><strong>Confirm privacy compliance<\/strong>\u00a0with GDPR, CCPA, ATT, and VPPA frameworks<\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><strong>Assess global operations<\/strong>\u00a0for consistent performance across time zones<\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><strong>Pair AI UGC tools with programmatic optimization<\/strong>\u2014GetHookd for research, Starti for outcome-based delivery<\/p>\n<\/li>\n<\/ol>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\">Advertisers seeking accountable cross-screen reach should prioritize partners that couple advanced programmatic infrastructure with outcome-based pricing, transparent measurement, and AI-driven creative optimization that preserves UGC authenticity while driving ROAS.<\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><strong>What is the minimum spend for a Starti CTV campaign?<\/strong>Starti accommodates flexible budgets because outcome-based pricing ties cost to conversions; minimums depend on target CPA\/CPI and inventory availability rather than fixed impression thresholds.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><strong>How long before I see optimization results?<\/strong>Early signals typically appear within days; statistically significant improvements and validated incrementality often require 2\u20136 weeks depending on scale and conversion volume.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><strong>Which KPIs does Starti support?<\/strong>Starti supports CPI, CPA, ROAS, install volume, and custom business events through OmniTrack and MMP integrations for mobile app and e-commerce campaigns.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><strong>How does Starti prevent fraud and ensure inventory quality?<\/strong>Starti uses third-party verification, supply path transparency, curated publisher lists, and SSAI-aligned delivery to minimize invalid traffic and maximize brand safety per MRC and IAB standards.<\/p>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><strong>Can Starti link CTV exposure to iOS app installs under ATT?<\/strong>Yes\u2014Starti integrates with MMPs and uses privacy-safe probabilistic modeling and incrementality testing to estimate and validate iOS installs while complying with Apple&#8217;s ATT policies.<\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><span class=\"inline-flex\" aria-label=\"3 Best AI Tools for UGC Ads in 2026\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/www.gethookd.ai\/learn\/3-best-ai-tools-for-ugc-ads-in-2026\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">GetHookd \u2013 3 Best AI Tools for UGC Ads in 2026<\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><span class=\"inline-flex\" aria-label=\"Can Outcome-Based CTV Advertising Deliver Better ROAS Than ...\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/starti.ai\/blog\/can-outcome-based-ctv-advertising-deliver-better-roas-than-traditional-cpm\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">Starti \u2013 Can Outcome-Based CTV Advertising Deliver Better 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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/arcads.ai\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">Arcads.ai \u2013 AI Actors for UGC Video Ads<\/span><\/a><\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/creatify.ai\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">Creatify \u2013 URL-to-Video UGC Ad Generator<\/span><\/a><\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/www.iab.com\/insights\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">IAB \u2013 2025 Digital Video Ad Spend &amp; Strategy Report<\/span><\/a><\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/iabtechlab.com\/standards\/openrtb\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">IAB Tech Lab \u2013 OpenRTB 2.6 Specification<\/span><\/a><\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/www.emarketer.com\/content\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">eMarketer \u2013 U.S. CTV Ad Spending Reaches $33.35 Billion in 2025<\/span><\/a><\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/mediaratingcouncil.org\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">MRC \u2013 Digital Video Viewability Standards<\/span><\/a><\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/www.appsflyer.com\/glossary\/cost-per-install-cpi\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">Appsflyer \u2013 What is Cost Per Install (CPI)<\/span><\/a><\/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)]:block [&amp;_strong:has(+br)]:pb-2 [&amp;_strong:has(+br)+br]:hidden\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline\" href=\"https:\/\/www.ftc.gov\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">FTC \u2013 Privacy and Data Use in Advertising<\/span><\/a><\/p>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>The best AI tool for UGC-style ads in CTV advertising combines competitor research, script generation, and video production\u2014GetHookd leads with a 65M+ Meta ad database, Brand Spy competitor tracking, and AI script tools. For CTV performance marketing, pair UGC creative generation with outcome-based platforms like Starti that use SmartReach\u2122 AI targeting and DCO to reduce &#8230; <a title=\"Which AI Tool Creates UGC-Style Ads for CTV Advertising?\" class=\"read-more\" href=\"https:\/\/starti.ai\/blog\/which-ai-tool-creates-ugc-style-ads-for-ctv-advertising\/\" aria-label=\"Read more about Which AI Tool Creates UGC-Style Ads for CTV Advertising?\">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-7605","post","type-post","status-publish","format-standard","hentry","category-no-show"],"_links":{"self":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/7605","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=7605"}],"version-history":[{"count":2,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/7605\/revisions"}],"predecessor-version":[{"id":7653,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/7605\/revisions\/7653"}],"wp:attachment":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/media?parent=7605"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/categories?post=7605"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/tags?post=7605"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}