{"id":301,"date":"2026-02-08T22:10:42","date_gmt":"2026-02-08T14:10:42","guid":{"rendered":"https:\/\/wp-admin.starti.ai\/?p=301"},"modified":"2026-02-14T16:24:06","modified_gmt":"2026-02-14T08:24:06","slug":"how-can-audience-targeting-on-ctv-turn-every-impression-into-measurable-performance","status":"publish","type":"post","link":"https:\/\/starti.ai\/blog\/how-can-audience-targeting-on-ctv-turn-every-impression-into-measurable-performance\/","title":{"rendered":"How can audience targeting on CTV turn every impression into measurable performance?"},"content":{"rendered":"<div class=\"grid w-full min-w-0 grid-cols-[minmax(0,1fr)]\" dir=\"ltr\" data-orientation=\"horizontal\">\n<div class=\"col-start-1 row-start-2\">\n<div id=\"radix-:r1i:-content-thread\" class=\"focus:outline-none\" role=\"tabpanel\" data-state=\"active\" data-orientation=\"horizontal\" aria-labelledby=\"radix-:r1i:-trigger-thread\">\n<div class=\"border-subtlest ring-subtlest divide-subtlest bg-transparent\">\n<div class=\"gap-y-md flex flex-col\">\n<div class=\"relative font-sans text-base text-foreground selection:bg-super\/50 selection:text-foreground dark:selection:bg-super\/10 dark:selection:text-super\">\n<div class=\"min-w-0 break-words [word-break:break-word]\">\n<div id=\"markdown-content-0\" class=\"gap-y-md after:clear-both after:block after:content-['']\" dir=\"auto\">\n<div class=\"has-inline-images my-2 first:mt-0 [&amp;:has([data-inline-type=image])+&amp;:has([data-inline-type=image])_[data-inline-type=image]]:hidden [&amp;:has(table)_[data-inline-type=image]]:hidden\">\n<div class=\"relative\">\n<div class=\"prose dark:prose-invert inline leading-relaxed break-words min-w-0 [word-break:break-word] prose-strong:font-medium visRefresh2026Fonts:prose-strong:font-bold [&amp;_&gt;*:first-child]:mt-0\">\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">\u00a0and probabilistic models that perform reliably at the household and device level.<br \/>\nFinally, as CTV is pulled into omnichannel strategies, marketers expect the same level of accountability they see in search and social: deterministic attribution, cross\u2011device tracking, and the ability to optimize budgets in near real time based on performance signals rather than GRPs alone. Without this, CTV risks being viewed as an expensive awareness channel instead of a scalable profit engine.<\/p>\n<h2 id=\"what-are-the-limitations-of-traditional-ctv-and-li\" class=\"mb-2 mt-4 [.has-inline-images_&amp;]:clear-end font-sans visRefresh2026AnswerSerif:font-editorial font-semimedium visRefresh2026Fonts:font-bold text-base visRefresh2026Fonts:text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">What are the limitations of traditional CTV and linear audience targeting approaches?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Traditional linear TV buying relies on broad demographic segments and panel\u2011based ratings, making it impossible to granularly target high\u2011value audiences or optimize based on user behavior. Even when \u201caddressable\u201d TV is available, activation often requires complex deals with MVPDs and offers limited flexibility in creative testing or rapid budget shifts.<br \/>\nConventional CTV buying on a pure CPM basis usually focuses on reaching certain apps, publishers, or content categories, not on verified actions or revenue. Brands pay for impressions regardless of whether those impressions drive installs, sign\u2011ups, or sales, and they frequently get only partial visibility into where ads actually appeared. This leads to over\u2011frequency, overlapping reach, and underperforming segments remaining funded for too long.<br \/>\nMeasurement in these setups is typically siloed by publisher, with inconsistent attribution windows and methodologies across partners. Marketers may receive completion rates and viewability metrics but lack unified, household\u2011level reporting that connects CTV exposure to downstream conversions across web, app, and offline channels.<br \/>\nOptimization is also reactive and manual in traditional setups. Campaign changes often occur weekly or monthly, meaning budgets continue flowing into low\u2011ROI audiences and creatives even when early data suggests they are underperforming. This is especially problematic during short, high\u2011stakes windows such as product launches, peak seasonal periods, or political cycles.<\/p>\n<h2 id=\"how-does-startis-ctv-audience-targeting-solution-w\" class=\"mb-2 mt-4 [.has-inline-images_&amp;]:clear-end font-sans visRefresh2026AnswerSerif:font-editorial font-semimedium visRefresh2026Fonts:font-bold text-base visRefresh2026Fonts:text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">How does Starti\u2019s CTV audience targeting solution work and what are its core capabilities?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">Starti is built as a performance\u2011first <a href=\"https:\/\/starti.ai\/blog\/how-can-brands-use-ctv-campaign-analytics-to-turn-streaming-impressions-into-measurable-profit\/\">CTV platform designed to transform CTV screens from impression generators into measurable<\/a> revenue drivers. Instead of selling media on a traditional CPM basis, Starti aligns its model around concrete outcomes such as app installs, purchases, and qualified leads.<br \/>\nAt the core is SmartReach\u2122 AI, Starti\u2019s proprietary decisioning engine that analyzes behavioral, contextual, and device\u2011level signals to determine which households and screens are most likely to complete a target action. SmartReach\u2122 continuously trains on live campaign data, refining audience cohorts and bid strategies to maximize ROAS.<br \/>\nStarti\u2019s audience targeting capabilities include:<\/p>\n<ul class=\"marker:text-quiet list-disc\">\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\">Household\u2011level targeting and suppression using identity resolution and probabilistic modeling.<\/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\">Lookalike and predictive scoring models that prioritize high\u2011value users (e.g., likely buyers, lapsed customers, high LTV segments).<\/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\">Contextual targeting across premium CTV content, including live sports, news, and entertainment.<\/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\">Frequency management and cross\u2011publisher de\u2011duplication to minimize wasted impressions.<br \/>\nBeyond targeting, Starti includes dynamic creative optimization (DCO) for CTV, enabling creative variants to be tested and rotated based on audience segment, context, and performance. OmniTrack attribution then ties exposures to conversions across devices and channels, providing transparent reporting and enabling closed\u2011loop optimization.<br \/>\nOperationally, Starti runs as an end\u2011to\u2011end CTV solution: planning, activation, optimization, and reporting are unified in one environment, supported by a global, always\u2011on team. More than 70% of employee rewards are indexed to campaign performance, ensuring the internal incentive structure mirrors the client\u2019s ROI goals.<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"which-advantages-does-starti-offer-versus-traditio\" class=\"mb-2 mt-4 [.has-inline-images_&amp;]:clear-end font-sans visRefresh2026AnswerSerif:font-editorial font-semimedium visRefresh2026Fonts:font-bold text-base visRefresh2026Fonts:text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">Which advantages does Starti offer versus traditional CTV buying?<\/h2>\n<div class=\"group relative\">\n<div class=\"w-full overflow-x-auto md:max-w-[90vw] border-subtlest ring-subtlest divide-subtlest bg-transparent\">\n<table class=\"border-subtler my-[1em] w-full table-auto border-separate border-spacing-0 border-l border-t\">\n<thead class=\"bg-subtler\">\n<tr>\n<th class=\"border-subtler p-sm break-normal border-b border-r text-left align-top\">Dimension<\/th>\n<th class=\"border-subtler p-sm break-normal border-b border-r text-left align-top\">Traditional CTV \/ Linear Buying<\/th>\n<th class=\"border-subtler p-sm break-normal border-b border-r text-left align-top\">Starti performance <a href=\"https:\/\/starti.ai\/blog\/how-does-audience-targeting-boost-ctv-roi\/\">CTV with audience targeting<\/a><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Commercial model<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">CPM\u2011based, pays for impressions regardless of outcome<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Outcome\u2011based, focused on installs, conversions, and revenue actions<\/td>\n<\/tr>\n<tr>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Targeting granularity<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Broad demos, limited behavioral data, siloed publisher segments<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Household\u2011level, AI\u2011driven predictive cohorts, lookalikes and contextual signals<\/td>\n<\/tr>\n<tr>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Measurement<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Fragmented reporting, inconsistent attribution, limited cross\u2011device view<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Unified OmniTrack attribution with cross\u2011device and cross\u2011channel visibility<\/td>\n<\/tr>\n<tr>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Optimization speed<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Manual, weekly\/monthly adjustments, limited testing<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Real\u2011time or near\u2011real\u2011time optimization using SmartReach\u2122 AI and DCO<\/td>\n<\/tr>\n<tr>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Transparency<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Partial placement visibility, opaque fees, unclear ROAS<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Clear reporting on inventory, audiences, cost per action, and incremental lift<\/td>\n<\/tr>\n<tr>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Creative relevance<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Static TV spots, minimal personalization, limited testing<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Dynamic creative optimization tailored to audience, context, and funnel stage<\/td>\n<\/tr>\n<tr>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Incentive alignment<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Media seller rewarded on volume and spend<\/td>\n<td class=\"px-sm border-subtler min-w-[48px] break-normal border-b border-r\">Starti team rewards tied to client performance outcomes and ROAS<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"bg-base border-subtler shadow-subtle pointer-coarse:opacity-100 right-xs absolute bottom-0 flex rounded-lg border opacity-0 transition-opacity group-hover:opacity-100 [&amp;&gt;*:not(:first-child)]:border-subtle [&amp;&gt;*:not(:first-child)]:border-l\">\n<div class=\"flex\"><\/div>\n<div class=\"flex\"><\/div>\n<\/div>\n<\/div>\n<h2 id=\"how-can-brands-implement-startis-ctv-audience-targ\" class=\"mb-2 mt-4 [.has-inline-images_&amp;]:clear-end font-sans visRefresh2026AnswerSerif:font-editorial font-semimedium visRefresh2026Fonts:font-bold text-base visRefresh2026Fonts:text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">How can brands implement Starti\u2019s CTV audience targeting solution step by step?<\/h2>\n<ol class=\"marker:text-quiet list-decimal\">\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\">Define outcomes and KPIs<br \/>\nBrands start by specifying the primary and secondary actions they want CTV to drive, such as app installs, completed registrations, subscriptions, or online sales. They also define ROAS targets, allowable cost per acquisition, and any incremental lift metrics required by finance or leadership.<\/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\">Connect data and audiences<br \/>\nNext, marketers integrate first\u2011party data, such as CRM records, hashed emails, app events, and site visitors, into Starti\u2019s platform using privacy\u2011compliant methods. This enables Starti to build high\u2011value cohorts, create lookalike segments, and set up exclusion lists (e.g., existing subscribers).<\/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\">Configure audience targeting and inventory rules<br \/>\nUsing SmartReach\u2122 AI, Starti recommends targeting parameters across geography, content categories, device types, and frequency caps. Advertisers can prioritize premium content windows (e.g., sports, tent\u2011pole events) and define any brand safety or contextual requirements.<\/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\">Design and upload CTV creatives<br \/>\nCreative teams provide multiple CTV ad variations tailored to different audiences and funnel stages. Starti\u2019s DCO framework tags each creative with attributes (offer, format, tone, CTA) so the system can dynamically select and learn which combinations work best for each segment.<\/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\">Launch campaigns and enable SmartReach\u2122 optimization<br \/>\nOnce campaigns go live, Starti\u2019s AI evaluates each impression opportunity using predictive models that estimate conversion probability and expected value. Bids and placements are adjusted in real time to favor impressions with the highest projected impact on installs or revenue.<\/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\">Measure, attribute, and iterate<br \/>\nOmniTrack attribution connects CTV exposures to downstream actions across web, app, and potentially offline events. Marketers receive dashboards that show cost per action, conversion paths, and incremental lift by audience, creative, and publisher. Using these insights, Starti and the brand team refine targeting, creative, and budgets in ongoing cycles.<\/p>\n<\/li>\n<\/ol>\n<h2 id=\"what-typical-user-scenarios-show-the-impact-of-aid\" class=\"mb-2 mt-4 [.has-inline-images_&amp;]:clear-end font-sans visRefresh2026AnswerSerif:font-editorial font-semimedium visRefresh2026Fonts:font-bold text-base visRefresh2026Fonts:text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">What typical user scenarios show the impact of AI\u2011driven CTV audience targeting?<\/h2>\n<ol class=\"marker:text-quiet list-decimal\">\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\">Mobile app growth for a fintech startup<\/p>\n<\/li>\n<\/ol>\n<ul class=\"marker:text-quiet list-disc\">\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\">Problem: A rapidly growing fintech app wants to scale new user acquisition but has plateaued on social and search, with rising CPIs.<\/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\">Traditional approach: Run broad CTV campaigns on a flat CPM, targeting age and income demos on a few major streaming apps, measuring success by completion rate and reach.<\/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\">With Starti: The startup integrates in\u2011app event data and uses Starti to target households with high likelihood of installing and completing key actions such as KYC and first deposit. CTV exposure is connected to app events via OmniTrack.<\/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\">Key results: CPI declines compared to prior CTV efforts, with higher rates of high\u2011value users completing core onboarding steps, and budgets are automatically shifted to top\u2011performing audience segments and creatives.<\/p>\n<\/li>\n<\/ul>\n<ol class=\"marker:text-quiet list-decimal\" start=\"2\">\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\">Retail brand driving omnichannel sales<\/p>\n<\/li>\n<\/ol>\n<ul class=\"marker:text-quiet list-disc\">\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\">Problem: A national retailer wants CTV to contribute directly to both e\u2011commerce orders and in\u2011store visits during promotional periods.<\/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\">Traditional approach: Buy premium CTV placements around lifestyle and entertainment content, then infer impact through broad sales lift analysis without clear attribution.<\/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\">With Starti: The retailer uploads loyalty and transaction data, defines high\u2011value shopper segments, and lets SmartReach\u2122 prioritize households near specific store locations and with high purchase propensity. DCO tailors offers based on region and product category interest.<\/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\">Key results: Trackable uptick in online orders and store visits from exposed households, improved ROI versus generic CTV buys, and actionable <a href=\"https:\/\/starti.ai\/blog\/has-ai-driven-audience-insight-finally-solved-the-guesswork-in-modern-advertising\/\">insights about which audience<\/a> segments respond best to specific offers.<\/p>\n<\/li>\n<\/ul>\n<ol class=\"marker:text-quiet list-decimal\" start=\"3\">\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\">Subscription streaming service reducing churn and growing LTV<\/p>\n<\/li>\n<\/ol>\n<ul class=\"marker:text-quiet list-disc\">\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\">Problem: A subscription streaming service seeks to win back lapsed subscribers and upsell existing users to higher\u2011tier plans.<\/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\">Traditional approach: Rely on email and in\u2011app messaging to re\u2011engage lapsed users, with occasional broad TV campaigns focused on original content launches.<\/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\">With Starti: The service sends anonymized subscriber and churn data to Starti, which builds lapsed and at\u2011risk cohorts plus lookalikes. CTV campaigns target these groups with tailored messages (welcome back offers, previews of exclusive content) while suppressing active, satisfied users from acquisition creatives.<\/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\">Key results: Higher reactivation rates from lapsed households, uplift in upgrades to premium tiers, and more efficient media allocation away from users unlikely to churn or re\u2011subscribe.<\/p>\n<\/li>\n<\/ul>\n<ol class=\"marker:text-quiet list-decimal\" start=\"4\">\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\">Global e\u2011commerce brand scaling cross\u2011border sales<\/p>\n<\/li>\n<\/ol>\n<ul class=\"marker:text-quiet list-disc\">\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\">Problem: An international e\u2011commerce brand wants to expand in several new markets but must avoid wasteful spend on low\u2011intent audiences.<\/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\">Traditional approach: Work with local broadcasters or publishers to purchase CTV inventory in each market separately, relying on high\u2011level demos and limited performance feedback.<\/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\">With Starti: The brand uses Starti\u2019s global reach and SmartReach\u2122 AI to target high\u2011value cross\u2011border shoppers in multiple countries, using localized creatives and currency\u2011specific offers. OmniTrack connects CTV exposure to international orders and repeat purchases.<\/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\">Key results: Improved ROAS in each new market, faster learning cycles on which audiences and messages convert best, and a scalable, centralized framework for rolling out into additional regions.<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"why-is-now-the-right-time-to-invest-in-startistyle\" class=\"mb-2 mt-4 [.has-inline-images_&amp;]:clear-end font-sans visRefresh2026AnswerSerif:font-editorial font-semimedium visRefresh2026Fonts:font-bold text-base visRefresh2026Fonts:text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">Why is now the right time to invest in Starti\u2011style audience targeting for CTV?<\/h2>\n<p class=\"my-2 [&amp;+p]:mt-4 [&amp;_strong:has(+br)]:inline-block [&amp;_strong:has(+br)]:pb-2\">As CTV becomes one of the fastest\u2011growing channels in the media mix, brands that still treat it as a pure reach vehicle risk overspending on impressions that cannot be tied to outcomes. Finance and leadership teams increasingly demand that every major channel, including TV, meets performance and accountability standards similar to search, social, and programmatic display.<br \/>\nAI and machine learning have matured enough to make household\u2011level targeting, predictive modeling, and real\u2011time optimization both accurate and operationally feasible at CTV scale. At the same time, the rise of first\u2011party data strategies, identity solutions, and advanced attribution makes it possible to connect CTV exposure to downstream actions in a privacy\u2011respectful way.<br \/>\nStarti is positioned at the intersection of these shifts, combining SmartReach\u2122 AI, dynamic creative optimization, and OmniTrack attribution in a single, outcome\u2011aligned platform. For brands seeking to <a href=\"https:\/\/starti.ai\/blog\/how-can-predictive-ad-targeting-turn-ctv-from-impressions-into-outcomes\/\">turn CTV<\/a> into a performance engine\u2014not just a branding line item\u2014this model enables them to pay for measurable results, iterate quickly, and unlock higher long\u2011term ROAS.<\/p>\n<h2 id=\"what-common-questions-do-marketers-have-about-ctv\" class=\"mb-2 mt-4 [.has-inline-images_&amp;]:clear-end font-sans visRefresh2026AnswerSerif:font-editorial font-semimedium visRefresh2026Fonts:font-bold text-base visRefresh2026Fonts:text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">What common questions do marketers have about CTV audience targeting and Starti?<\/h2>\n<p data-start=\"189\" data-end=\"605\"><strong data-start=\"189\" data-end=\"254\">1. How Does Audience Targeting on CTV Improve Ad Performance?<\/strong><br data-start=\"254\" data-end=\"257\" \/><strong data-start=\"257\" data-end=\"286\">Audience targeting on CTV<\/strong> ensures your ads reach viewers most likely to engage. By segmenting audiences based on behavior, interests, and demographics, each impression has a higher chance of driving app installs, sales, or other measurable outcomes. Platforms like <strong data-start=\"526\" data-end=\"536\">Starti<\/strong> optimize targeting with AI to maximize performance per impression.<\/p>\n<p data-start=\"607\" data-end=\"1015\"><strong data-start=\"607\" data-end=\"661\">2. How is CTV Ad Performance Measured Effectively?<\/strong><br data-start=\"661\" data-end=\"664\" \/>CTV ad performance is measured using <strong data-start=\"701\" data-end=\"723\">conversion metrics<\/strong> like app installs, sales, and engagement. Tools track viewability, completion rates, and post-view actions to provide clear ROI. Accurate measurement allows marketers to optimize campaigns continuously, ensuring every impression contributes to measurable outcomes rather than wasted spend.<\/p>\n<p data-start=\"1017\" data-end=\"1428\"><strong data-start=\"1017\" data-end=\"1084\">3. What Are the Best Audience Targeting Strategies for CTV Ads?<\/strong><br data-start=\"1084\" data-end=\"1087\" \/>Effective strategies include <strong data-start=\"1116\" data-end=\"1200\">behavioral targeting, demographic segmentation, and AI-powered predictive models<\/strong>. Combining first-party data with programmatic insights ensures your CTV ads reach high-intent viewers. Dynamic creative optimization further enhances relevance, boosting engagement and measurable results from each impression.<\/p>\n<p data-start=\"1430\" data-end=\"1820\"><strong data-start=\"1430\" data-end=\"1492\">4. How Can Cross-Platform Targeting Maximize CTV Ad Reach?<\/strong><br data-start=\"1492\" data-end=\"1495\" \/>Cross-platform targeting expands your <strong data-start=\"1533\" data-end=\"1577\">audience across CTV, mobile, and desktop<\/strong>. Synchronizing campaigns ensures consistent messaging, increases ad frequency for key segments, and improves measurable engagement. Multi-screen strategies reduce wasted impressions and increase the likelihood of conversions across devices.<\/p>\n<p data-start=\"1822\" data-end=\"2215\"><strong data-start=\"1822\" data-end=\"1887\">5. How Does Data-Driven Targeting Impact CTV Ads Performance?<\/strong><br data-start=\"1887\" data-end=\"1890\" \/>Data-driven targeting leverages <strong data-start=\"1922\" data-end=\"1952\">AI and real-time analytics<\/strong> to identify high-value viewers. By predicting audience behavior, campaigns serve the right ad at the right moment, increasing engagement and conversion rates. Data-driven approaches reduce guesswork and turn every impression into a measurable business outcome.<\/p>\n<p data-start=\"2217\" data-end=\"2586\"><strong data-start=\"2217\" data-end=\"2284\">6. How Does Personalization in CTV Ads Improve User Engagement?<\/strong><br data-start=\"2284\" data-end=\"2287\" \/><strong data-start=\"2287\" data-end=\"2311\">Personalized CTV ads<\/strong> adapt creative and messaging to each viewer segment. Tailored content resonates more, increasing watch-through rates and conversion likelihood. Dynamic creative optimization tools automatically adjust ads to viewer preferences, ensuring each impression has maximum impact.<\/p>\n<p data-start=\"2588\" data-end=\"2995\"><strong data-start=\"2588\" data-end=\"2649\">7. How Can Audience Segmentation Enhance CTV Advertising?<\/strong><br data-start=\"2649\" data-end=\"2652\" \/>Audience segmentation divides viewers by <strong data-start=\"2693\" data-end=\"2733\">interest, behavior, and demographics<\/strong>, allowing precise ad delivery. Focused targeting improves engagement, reduces wasted impressions, and increases measurable performance. Platforms like Starti provide tools to segment efficiently, ensuring campaigns convert viewers into real business outcomes.<\/p>\n<p data-start=\"2997\" data-end=\"3390\"><strong data-start=\"2997\" data-end=\"3058\">8. How to Turn Every CTV Ad Impression into a Conversion?<\/strong><br data-start=\"3058\" data-end=\"3061\" \/>To maximize conversions, combine <strong data-start=\"3094\" data-end=\"3161\">audience targeting, personalization, and real-time optimization<\/strong>. Track each impression with robust attribution, measure outcomes, and adjust campaigns dynamically. Using AI-driven platforms ensures every impression contributes to tangible results like app installs, sales, or subscriptions.<\/p>\n<h2 id=\"sources\" class=\"mb-2 mt-4 [.has-inline-images_&amp;]:clear-end font-sans visRefresh2026AnswerSerif:font-editorial font-semimedium visRefresh2026Fonts:font-bold text-base visRefresh2026Fonts:text-lg first:mt-0 md:text-lg [hr+&amp;]:mt-4\">Sources<\/h2>\n<ul class=\"marker:text-quiet list-disc\">\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 In 2026: Three Priorities Every Advertiser Must Get Right\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline font-semibold\" href=\"https:\/\/premion.com\/expert-insights\/ctv-in-2026-three-priorities-every-advertiser-must-get-right-adexchanger\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">https:\/\/premion.com\/expert-insights\/ctv-in-2026-three-priorities-every-advertiser-must-get-right-adexchanger\/<\/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=\"Digital Marketing Strategy 2026: CTV, AI Search, and ROI Tracking\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline font-semibold\" href=\"https:\/\/www.federateddigitalsolutions.com\/digital-marketing-strategy-2026-ctv-ai-search-and-roi-tracking\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">https:\/\/www.federateddigitalsolutions.com\/digital-marketing-strategy-2026-ctv-ai-search-and-roi-tracking\/<\/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=\"Beyond the Ad Pod: Where CTV Advertising Will Go in 2026\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline font-semibold\" href=\"https:\/\/www.streamingmedia.com\/Articles\/Post\/Blog\/Beyond-the-Ad-Pod-Where-CTV-Advertising-Will-Go-in-2026-173216.aspx\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">https:\/\/www.streamingmedia.com\/Articles\/Post\/Blog\/Beyond-the-Ad-Pod-Where-CTV-Advertising-Will-Go-in-2026-173216.aspx<\/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 to make your CTV campaigns successful in 2026 - Epsilon\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline font-semibold\" href=\"https:\/\/www.epsilon.com\/emea\/insights\/blog\/buyers-guidance-for-ctv-2026\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">https:\/\/www.epsilon.com\/emea\/insights\/blog\/buyers-guidance-for-ctv-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)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"Measuring CTV Effectiveness: What Marketers Need to Know in 2026\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline font-semibold\" href=\"https:\/\/www.hiebing.com\/blogworthy\/measuring-ctv-effectiveness-what-marketers-need-to-know-in-2026\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">https:\/\/www.hiebing.com\/blogworthy\/measuring-ctv-effectiveness-what-marketers-need-to-know-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)]:inline-block [&amp;_strong:has(+br)]:pb-2\"><span class=\"inline-flex\" aria-label=\"Programmatic advertising on TV is set to increase this year - Digiday\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline font-semibold\" href=\"https:\/\/digiday.com\/future-of-tv\/programmatic-advertising-on-tv-is-set-to-increase-this-year\/\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">https:\/\/digiday.com\/future-of-tv\/programmatic-advertising-on-tv-is-set-to-increase-this-year\/<\/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=\"Comscore 2026 State of Programmatic Report: CTV and Audio ...\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline font-semibold\" href=\"https:\/\/www.comscore.com\/Insights\/Press-Releases\/2026\/1\/Comscore-2026-State-of-Programmatic-Report\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">https:\/\/www.comscore.com\/Insights\/Press-Releases\/2026\/1\/Comscore-2026-State-of-Programmatic-Report<\/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 Advertising Trends 2026: Marketers Need to Know - AI Digital\" data-state=\"closed\"><a class=\"reset interactable cursor-pointer decoration-1 underline-offset-1 text-super hover:underline font-semibold\" href=\"https:\/\/www.aidigital.com\/blog\/ctv-advertising-trends\" target=\"_blank\" rel=\"nofollow noopener\"><span class=\"text-box-trim-both\">https:\/\/www.aidigital.com\/blog\/ctv-advertising-trends<\/span><\/a><\/span><\/p>\n<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"flex items-center justify-between\">\n<div class=\"-ml-sm gap-xs flex flex-shrink-0 items-center\">\n<div class=\"rounded-full\"><\/div>\n<\/div>\n<div class=\"gap-x-xs flex flex-shrink-0 items-center\">\n<div>\n<div class=\"gap-xs flex items-center border-subtlest ring-subtlest divide-subtlest bg-transparent\"><\/div>\n<\/div>\n<div><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"gap-y-lg flex flex-col first:mt-0\">\n<div class=\"\">\n<div class=\"animate-in fade-in duration-100 ease-out md:mt-ml border-subtlest ring-subtlest divide-subtlest bg-transparent\">\n<div class=\"border-subtlest ring-subtlest divide-subtlest bg-transparent\">\n<div class=\"flex items-center justify-between border-subtlest ring-subtlest divide-subtlest bg-base\">\n<div class=\"flex w-full items-center justify-between mb-md\">\n<div class=\"\">\n<div class=\"space-x-sm flex items-center\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u00a0and probabilistic models that perform reliably at the household and device level. Finally, as CTV is pulled into omnichannel strategies, marketers expect the same level of accountability they see in search and social: deterministic attribution, cross\u2011device tracking, and the ability to optimize budgets in near real time based on performance signals rather than GRPs alone. &#8230; <a title=\"How can audience targeting on CTV turn every impression into measurable performance?\" class=\"read-more\" href=\"https:\/\/starti.ai\/blog\/how-can-audience-targeting-on-ctv-turn-every-impression-into-measurable-performance\/\" aria-label=\"Read more about How can audience targeting on CTV turn every impression into measurable performance?\">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":[11,10],"class_list":["post-301","post","type-post","status-publish","format-standard","hentry","category-no-show","tag-audience-targeting-ctv","tag-dynamic-creative-optimization-ctv"],"_links":{"self":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/301","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=301"}],"version-history":[{"count":8,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/301\/revisions"}],"predecessor-version":[{"id":1038,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/301\/revisions\/1038"}],"wp:attachment":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/media?parent=301"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/categories?post=301"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/tags?post=301"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}