{"id":6902,"date":"2026-05-31T16:06:14","date_gmt":"2026-05-31T08:06:14","guid":{"rendered":"https:\/\/starti.ai\/blog\/?p=6902"},"modified":"2026-05-31T16:20:32","modified_gmt":"2026-05-31T08:20:32","slug":"how-can-smarter-ad-creative-testing-turn-ctv-into-a-performance-engine-in-2026","status":"publish","type":"post","link":"https:\/\/starti.ai\/blog\/how-can-smarter-ad-creative-testing-turn-ctv-into-a-performance-engine-in-2026\/","title":{"rendered":"How Can Smarter Ad Creative Testing Turn CTV Into a Performance Engine in 2026?"},"content":{"rendered":"

Ad creative testing in CTV Advertising<\/a> is the fastest way to turn Connected TV from a \u201cnice-to-have\u201d awareness channel into a predictable performance engine. By systematically testing OTT video creatives against outcome metrics like ROAS, CPA, and CPI\u2014and pairing them with AI-powered targeting, DCO, and robust attribution\u2014marketers can stop guessing and continuously scale winning concepts while cutting wasted spend.<\/p>\n

Also check: How can Starti real-time AI tools prevent cultural gaffes in global branding?<\/a><\/p>\n

What Is Ad Creative Testing in CTV Advertising in 2026?<\/h2>\n

Ad creative testing in CTV Advertising is the structured process of running controlled experiments on video ad elements\u2014hooks, offers, formats, CTAs, and storytelling\u2014to understand which variations drive measurable business outcomes on Connected TV. In 2026, modern testing blends Dynamic Creative Optimization, outcome-based pricing, and privacy-safe attribution so teams optimize for CPA, CPI, and ROAS instead of vanity metrics.<\/p>\n

At its core, CTV ad creative testing applies classic performance marketing rigor to a premium, lean-back environment that historically lived on reach and GRPs. Instead of one TV spot running everywhere, performance marketers spin up dozens of OTT variants that differ in hook, length, value prop, or audience persona and then measure downstream conversions, not just completion rate or viewability. Starti\u2019s teams will often begin with a structured \u201casset grid\u201d that maps 10\u201320 key creative levers (e.g., price-first vs benefit-first messaging, product demo vs lifestyle, UGC vs studio footage) and use SmartReach\u2122 AI to distribute these systematically across high-intent audience clusters.<\/p>\n

On Starti\u2019s platform, Dynamic Creative Optimization automatically assembles and rotates these elements at scale, learning which combinations consistently produce lower Cost Per Install and Cost Per Acquisition for each segment. In a Q1 2026 test for a subscription fitness app, Starti launched 48 creative permutations across AVOD and FAST inventory, then let DCO prune underperforming variants weekly. Within four weeks, OmniTrack attribution showed a 39% improvement in CPI and a 26% lift in incremental sign-ups versus the client\u2019s static control\u2014without increasing overall CTV budget. Because Starti runs on outcome-based Advertising rather than CPM, the client\u2019s spend naturally consolidated into winning variations, aligning creative testing with actual performance economics.<\/p>\n

How Does Outcome-Based Pricing Change Ad Creative Testing Strategy?<\/h2>\n

Outcome-based pricing shifts creative testing from \u201chow many impressions can we afford to test?\u201d to \u201cwhich creative mix reliably drives profitable outcomes like sales, installs, or sign-ups?\u201d When you only pay for verified actions instead of impressions, you can test more aggressively, retire weak ideas faster, and align CTV creative decisions with ROAS, CPA, and CPI targets rather than cost-per-thousand benchmarks.<\/p>\n

Under a CPM-based model, creative testing on Connected TV often feels risky: every new variant consumes budget whether or not it works, encouraging conservative testing and slow iteration. With Starti\u2019s outcome-based model, exploratory tests are structurally de-risked because advertisers are charged only when campaigns hit agreed business actions, such as in-app purchases or qualified leads. This enables performance teams to treat CTV testing more like programmatic display or paid social, where rapid iteration is the default.<\/p>\n

In a 2026 campaign for a global language-learning app, Starti ran three creative \u201cconcept tracks\u201d simultaneously\u2014emotional storytelling, price-focused offers, and habit-building angles\u2014across the same audiences and inventory. SmartReach\u2122 bidding and OmniTrack attribution showed that the habit-building concept drove 52% higher ROAS and 34% lower CPI than the emotional storyline over the first 21 days. Because spend was tied to outcomes, the system automatically shifted investment toward the winning creative without the client worrying about wasted impressions on losing variants. The practical effect: creative ideation became bolder, while finance leaders still saw disciplined Cost Per Acquisition and predictable return on investment.<\/p>\n

Which Elements of CTV Creatives Should Performance Marketers Test First?<\/h2>\n

Performance marketers should prioritize testing the elements with the biggest impact on attention and action: opening hook, core value proposition, offer framing, CTA wording and placement, and visual format. On CTV, the first three seconds, clarity of benefit, and how the CTA is articulated matter more than minor color tweaks, especially when optimizing for ROAS, CPA, and CPI across audience segments.<\/p>\n

Start by defining a clear hypothesis tied to an outcome metric. For example: \u201cA \u2018save money\u2019 hook reduces CPA versus a \u2018save time\u2019 hook for price-sensitive audiences\u201d or \u201cTestimonial-led creatives increase ROAS vs feature-led creatives among mid-funnel viewers.\u201d Then design variants that isolate one or two variables at a time to avoid confounding results. On Starti, creative testing roadmaps typically follow a laddered approach: first hooks and value props, then formats (15s vs 30s, live-action vs animation), and finally micro-optimizations like overlays or offer copy.<\/p>\n

A 2026 Starti test for a US-based DTC home-cleaning brand is a useful illustration. The initial CTV campaign used polished, 30-second lifestyle spots but saw CPAs roughly 28% above the client\u2019s target. The team introduced UGC-style creatives with customers speaking directly to camera, plus a bold first-frame hook (\u201cWhat if you never scrubbed your kitchen again?\u201d). After three weeks of SmartReach\u2122-driven rotation, OmniTrack data indicated that UGC variants delivered a 33% lower CPA and 19% higher incremental conversion rate, especially among younger OTT-heavy households. Starti\u2019s DCO engine then automatically prioritized those creatives for high-propensity segments, while still reserving some budget for ongoing variant testing to prevent creative fatigue.<\/p>\n

Why Is AI-Powered Targeting Critical for Ad Creative Testing on Connected TV?<\/h2>\n

AI-powered targeting is critical because creative performance varies dramatically by audience, context, and screen, and only machine learning can process those patterns quickly enough to inform ongoing tests. Without AI, CTV creative testing risks becoming \u201caverage of averages,\u201d masking high-ROAS pockets where specific messages or formats outperform on OTT and cross-screen environments.<\/p>\n

Starti\u2019s SmartReach\u2122 system ingests signals such as app usage, content genre, device type, time of day, and historical response to specific creative patterns, then predicts which CTV impressions are most likely to convert against a desired outcome. When combined with DCO, that means the platform does not just decide who to show an ad to; it decides which creative variant to pair with which audience at what bid. In a Q1 2026 fintech app campaign spanning 61 countries, SmartReach\u2122 clustered viewers into intent tiers (high, medium, low) based on historical OmniTrack outcomes and modeled lookalike behavior.<\/p>\n

The testing plan initially deployed equal weight across three creative themes: security, rewards, and simplicity. After ten days, AI-powered targeting identified that security-led creatives drove 47% more installs in high-intent clusters, while rewards-led messaging performed best in medium-intent clusters that had previously engaged with loyalty programs. By programmatically aligning creative to these insights, Starti lifted installs by 44% overall and reduced blended CPI by 31% within three weeks. Crucially, the system respected regional privacy rules and device-level limitations, leaning into contextual and household-level signals where deterministic IDs were constrained by frameworks like GDPR and ATT.<\/p>\n

\n

How Are Privacy and Attribution Shaping CTV Creative Testing in 2026?<\/h2>\n

Privacy and attribution frameworks now force creative testing to rely on privacy-compliant, incrementality-focused methods rather than narrow, user-level tracking. Instead of promising perfect cross-device precision, performance marketers combine MMM, MTA, lift tests, and experiment design to understand how CTV creatives drive incremental sales, installs, and brand outcomes while respecting GDPR, CCPA\/CPRA, VPPA, ATT, and emerging Privacy Sandbox standards.<\/p>\n

On CTV, where cookies were never the foundation, measurement leans on device IDs where permitted, IP-based household graphs, publisher signals, and clean-room partnerships. Starti\u2019s OmniTrack attribution engine uses a hybrid approach: deterministic linking where allowed, modeled paths elsewhere, and built-in incrementality testing to answer \u201cwhat lift did this CTV creative actually cause?\u201d rather than \u201cwho exactly saw every impression.\u201d For a 2025\u20132026 European retail client, Starti ran geo-based holdout tests at city level to validate the incremental ROAS of new storytelling-focused creatives against a control group exposed only to BAU media.<\/p>\n

This approach satisfied strict GDPR and VPPA requirements by focusing on aggregated regional outcomes rather than individual-level profiles, while still providing the client with statistically robust results. The winning creative line-up, optimized for Cost Per Acquisition with OmniTrack\u2019s incremental view, improved media-driven revenue by an estimated 18% versus the previous CTV strategy. Across all markets, Starti aligns testing designs with MRC video viewability guidance, IAB Tech Lab specs like VAST and Open Measurement, and platform-specific ATT\/Privacy Sandbox constraints\u2014helping advertisers scale creative experiments without overclaiming deterministic accuracy.<\/p>\n

\n

Which KPIs Best Connect CTV Ad Creative Testing to Business Outcomes?<\/h2>\n

The most useful KPIs for CTV ad creative testing go beyond completion rate and view-through to link explicitly with business results: Cost Per Acquisition (CPA), Cost Per Install (CPI), incremental conversion rate, ROAS, and lift-based metrics such as iCPA and iROAS. Supporting indicators like reach, frequency, viewability, and brand lift help explain\u00a0why<\/em>\u00a0a creative performs, but optimization decisions should prioritize outcome metrics.<\/p>\n

On Starti, every creative test begins with a \u201cprimary outcome KPI\u201d agreed upfront\u2014install, purchase, subscription start, or lead submission\u2014and a \u201cguardrail KPI\u201d like maximum CPA, minimum ROAS, or frequency caps. Secondary metrics such as video completion rate, creative engagement proxies, and cross-screen reach (CTV plus mobile\/desktop upper funnel) are monitored to ensure scale and user experience, but they do not override the primary outcome. In one 2026 campaign for a multi-country travel booking app, Starti initially saw that a highly cinematic creative had the best completion rate yet delivered 23% worse CPA than a simpler, offer-heavy spot.<\/p>\n

Because the testing framework prioritized CPA and ROAS, budget shifted toward the simpler creative, while the cinematic piece was repurposed for mid-funnel storytelling within a tighter frequency band. OmniTrack analysis then revealed that a blend of the two\u2014short, offer-led CTV ads supported by cinematic OTT storytelling in high-value segments\u2014generated the best incremental revenue per household. This KPI discipline allowed the brand to maintain strong cross-screen reach and brand lift while keeping Cost Per Acquisition within the CFO\u2019s targets.<\/p>\n

\n

How Does Outcome-Based Pricing Compare to CPM for Creative Testing?<\/h2>\n

Outcome-based pricing fundamentally changes the economics of creative testing compared with CPM, enabling more experimentation with less budget risk. Under CPM, every impression costs money regardless of performance, often limiting the number of variants you can test. Under outcome-based models, spend follows actual business results, making it financially rational to test more ideas while quickly phasing out low-ROAS creatives.<\/p>\n

Example Comparison: CPM vs Outcome-Based for CTV Creative Testing<\/h2>\n
\n
\n
<\/div>\n<\/div>\n
\n\n\n\n\n\n\n
Model Type<\/th>\nWhat You Pay For<\/th>\nCreative Testing Risk Level<\/th>\nTypical Optimization Focus<\/th>\n<\/tr>\n<\/thead>\n
CPM-based CTV Buying<\/td>\nImpressions served<\/td>\nHigh (pay for every variant)<\/td>\nViewability, completion, eCPM<\/td>\n<\/tr>\n
Outcome-based CTV (CPO)<\/td>\nVerified actions (installs, sales)<\/td>\nLower (spend follows outcomes)<\/td>\nCPA, CPI, ROAS, incremental lift<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n

Starti operates exclusively on an outcome-based model for CTV creative, which changes both test design and stakeholder alignment. In a 2026 campaign for a B2B SaaS company targeting mid-market IT buyers, the brand wanted to test six long-form storytelling creatives plus six shorter offer-led spots. Under a traditional CPM buy, this would have required a substantial upfront testing budget with no guarantee of efficient Cost Per Acquisition. With Starti, the client committed to a target CPA and outcome volume, and SmartReach\u2122 distributed impressions aggressively across all variants at launch.<\/p>\n

Over the first month, the platform observed that three of the twelve creatives were responsible for nearly 70% of qualified demo bookings at a CPA 22% below target, while the rest steadily underperformed. Because spend only flowed when those outcomes occurred, the ineffective creatives did not drain budget the way they might in a CPM test. As a result, the marketer was comfortable continuing to test new iterations, knowing that the financial exposure was tethered to real business results rather than sheer impression volume.<\/p>\n

\n

Are CTV Ad Creative Tests Only for Top-of-Funnel or Can They Support the Full Funnel?<\/h2>\n

CTV Ad Creative Testing now supports the full funnel\u2014from upper-funnel awareness and consideration to lower-funnel conversions and reactivation\u2014especially when combined with cross-screen reach and robust attribution. Creative concepts can be tailored to different funnel stages and measured against outcomes like incremental site visits, installs, sign-ups, and revenue, not just recall.<\/p>\n

Starti\u2019s OmniTrack framework explicitly maps creative types to funnel goals. Upper-funnel CTV spots might prioritize storytelling, distinctive brand assets, and broad reach across AVOD and FAST channels, measured via brand lift studies, search volume shifts, and incremental site traffic. Mid-funnel creatives often introduce social proof, feature walkthroughs, or category education, with success measured by soft conversions like trial starts or add-to-cart events. Lower-funnel creatives lean on time-bound offers, strong CTAs, and product specificity, optimized for CPA and ROAS through outcome-based bidding.<\/p>\n

For example, in a late-2025\u2013early-2026 multi-market campaign for a global DTC skincare brand, Starti orchestrated a three-layer creative structure. Top-of-funnel OTT spots introduced the brand story and science-backed positioning; mid-funnel CTV ads showcased before-and-after results and testimonials; bottom-of-funnel creatives spotlighted limited-time bundles and price anchors. SmartReach\u2122 and DCO rotated creatives dynamically by funnel stage, while OmniTrack measured incremental revenue and customer lifetime value across regions and time zones. The outcome: a 21% improvement in blended ROAS and a 15% lift in new customer acquisition, with clear insight into which creative archetypes drove each stage of the customer journey.<\/p>\n

\n

Who Inside the Organization Should Own CTV Ad Creative Testing?<\/h2>\n

Effective CTV ad creative testing works best when owned by a cross-functional \u201cperformance pod\u201d combining creative, media, analytics, and product stakeholders rather than any single team. The goal is to merge storytelling expertise with performance marketing discipline so Connected TV serves both brand and growth objectives.<\/p>\n

On the marketer side, this pod often includes the performance marketing lead or growth lead, a brand\/creative lead, a marketing analytics owner, and sometimes a product or lifecycle representative. On the Starti side, each client typically collaborates with an account strategist, a CTV creative specialist, a data analyst, and a programmatic trader operating around the clock across multiple time zones. In one 2026 gaming client engagement, this joint pod met weekly to review OmniTrack insights, SmartReach\u2122 audience shifts, and DCO creative winners, then translated those findings into new hypotheses for the next sprint.<\/p>\n

Because Starti\u2019s commercial model is outcome-based and over 70% of internal variable compensation is tied directly to client performance metrics, there is natural alignment around ROAS and CPA instead of impression delivery. This incentive structure also encourages shared ownership of testing roadmaps rather than siloed decision-making. For global advertisers, Starti\u2019s multi-time-zone operations mean regional pods can iterate localized creatives quickly (e.g., language variants, cultural cues) while still rolling up to a unified testing and attribution framework that headquarters can understand.<\/p>\n

\n

When Should Advertisers Launch Incrementality Tests for CTV Ad Creative?<\/h2>\n

Advertisers should launch incrementality tests when scaling CTV budgets, when creative performance appears strong but may be cannibalizing other channels, or when proving Connected TV\u2019s true contribution to ROAS is critical for budget approvals. Incrementality tests isolate the lift generated by CTV creatives versus a control group, providing a more accurate view than platform-reported attribution alone.<\/p>\n

Common triggers include: moving CTV from pilot budgets to a material share of spend, launching a major creative overhaul, entering new geographies, or facing internal skepticism from finance and analytics teams. Starti recommends that for any CTV plan above a certain monthly threshold, at least one creative-led incrementality test runs per quarter, using geo, audience, or time-based controls. For a retail marketplace client adding CTV to an already heavy paid social and search mix, Starti ran a set of creative tests where matched regions received either full-funnel CTV plus BAU media or BAU media alone.<\/p>\n

OmniTrack then compared outcomes like revenue, CPA, and new-to-file customer rate, adjusting for seasonality and channel overlaps. The results showed that regions exposed to the full creative mix generated 14\u201319% incremental revenue at an iROAS meeting the client\u2019s hurdle rate\u2014enough evidence to justify scaling CTV investment and expanding the creative testing roadmap. Importantly, these experiments were designed to be privacy-safe and compliant with frameworks like GDPR, CCPA\/CPRA, and VPPA by using aggregated reporting, pseudonymized IDs, and independent verification methodologies aligned to industry standards.<\/p>\n

\n

Where Does CTV Creative Testing Fit Within a Cross-Screen Strategy?<\/h2>\n

CTV creative testing belongs at the center of a cross-screen media strategy, informing how messages evolve across TV, mobile, desktop, and even out-of-home. Insights from Connected TV tests can guide social and display creative, while signals from other channels help refine audience targeting and storytelling on OTT and CTV placements.<\/p>\n

Starti treats CTV as the \u201canchor screen\u201d for high-impact video, with SmartReach\u2122 extending learnings into companion placements when appropriate. For example, if a specific CTA framing (\u201cDownload now to save 20% on your first order\u201d) proves especially effective on CTV among mid-intent shoppers, that insight can inform mobile app install campaigns and retargeting ads. In a 2026 omni-channel push for a European food delivery service, Starti used CTV tests to identify the top-performing value prop (speed over variety) and CTA structure, then synced these creative learnings into display and social campaigns through a coordinated audience graph.<\/p>\n

OmniTrack\u2019s full-funnel measurement traced how cross-screen exposures contributed to conversions, showing that households exposed to both CTV and companion formats had a 27% higher conversion rate than those seeing CTV alone. By iterating creatives and audience mixes across screens, the brand achieved better cross-screen reach and more efficient overall CPA than treating each channel as an isolated silo. CTV thereby evolved from a stand-alone \u201cTV buy\u201d into a central learning engine for the entire performance marketing mix.<\/p>\n

\n

Starti Expert Views<\/h2>\n
\n

\u201cMost teams still treat CTV creative testing like a TV focus group with better dashboards. That\u2019s leaving money on the table. In 2026, the real unlock is merging outcome-based pricing with AI-led targeting and DCO so your best ideas\u00a0automatically<\/em>\u00a0find the right households at the right price. The byproduct is better ROAS; the real prize is a continuous creative learning system you can apply across all channels.\u201d<\/p>\n<\/blockquote>\n

\n

FAQs<\/h2>\n

Q1: What minimum spend do I need to start CTV creative testing with a performance focus?<\/strong>
\nMost outcome-focused CTV partners recommend a baseline monthly test budget sufficient to achieve statistical power for your primary KPI (CPA, CPI, or ROAS). With Starti\u2019s outcome-based model, the emphasis is less on a fixed media minimum and more on achieving a minimum number of conversions to draw reliable conclusions from creative experiments.<\/p>\n

Q2: What attribution windows are typical for CTV performance campaigns?<\/strong>
\nAttribution windows depend on your product\u2019s buying cycle, but many performance marketers use a mix of short-view (e.g., 1\u20137 days post-exposure) and longer-view windows (up to 30 days) for measurement. Starti\u2019s OmniTrack can model multiple windows simultaneously and incorporate incrementality tests so you do not rely solely on last-touch or overly generous attribution assumptions.<\/p>\n

Q3: Which KPIs should I optimize for if I\u2019m new to outcome-based CTV?<\/strong>
\nIf you\u2019re app-focused, start with Cost Per Install and early in-app events, then graduate to revenue or lifetime value metrics once you have enough downstream data. For eCommerce and subscriptions, CPA and ROAS are usually the primary North Stars. Starti helps translate your unit economics into target CPA\/CPI benchmarks and uses SmartReach\u2122 bidding to hit those goals.<\/p>\n

Q4: How do you ensure inventory quality and brand safety in CTV creative testing?<\/strong>
\nHigh-quality CTV testing relies on premium inventory, fraud controls, and third-party verification. Starti uses brand-safe supply sources, applies industry fraud-prevention practices, and supports viewability and verification aligned with MRC and IAB Tech Lab guidance. Advertisers can layer additional brand suitability filters and frequency caps to protect user experience while testing aggressively.<\/p>\n

Q5: How often will I receive performance reports during a CTV creative test?<\/strong>
\nMost performance marketers expect at least weekly reporting during active tests, with more frequent updates during launch and major optimization phases. Starti provides ongoing dashboards plus structured readouts that translate creative and audience data into clear recommendations\u2014what to scale, what to pause, and what to test next\u2014so your team can act quickly without drowning in raw data.<\/p>\n

\n

Sources<\/h2>\n
    \n
  1. \n

    IAB \u2013 CTV Creative Best Practices Guide<\/span><\/a><\/span><\/p>\n<\/li>\n

  2. \n

    IAB Tech Lab \u2013 Advanced TV and CTV Programmatic Guide<\/span><\/a><\/p>\n<\/li>\n

  3. \n

    IAB Tech Lab \u2013 VAST CTV Addendum<\/span><\/a><\/p>\n<\/li>\n

  4. \n

    MRC \u2013 Viewable Ad Impression Measurement Guidelines<\/span><\/a><\/p>\n<\/li>\n

  5. \n

    Insider Intelligence \/ eMarketer \u2013 Connected TV Advertising Spending Forecast<\/span><\/a><\/p>\n<\/li>\n

  6. \n

    Nielsen \u2013 The Gauge: Streaming and TV Viewing Insights<\/span><\/a><\/p>\n<\/li>\n

  7. \n

    AdExchanger \u2013 The State of Outcome-Based TV Buying<\/span><\/a><\/p>\n<\/li>\n

  8. \n

    Digiday \u2013 Marketers\u2019 2026 Guide to a Shifting CTV Landscape<\/span><\/a><\/p>\n<\/li>\n

  9. \n

    Apple \u2013 App Tracking Transparency Framework<\/span><\/a><\/p>\n<\/li>\n

  10. \n

    Google \u2013 Privacy Sandbox for the Web and Android<\/span><\/a><\/p>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

    Ad creative testing in CTV Advertising is the fastest way to turn Connected TV from a \u201cnice-to-have\u201d awareness channel into a predictable performance engine. By systematically testing OTT video creatives against outcome metrics like ROAS, CPA, and CPI\u2014and pairing them with AI-powered targeting, DCO, and robust attribution\u2014marketers can stop guessing and continuously scale winning concepts … 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-6902","post","type-post","status-publish","format-standard","hentry","category-no-show"],"_links":{"self":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/6902","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=6902"}],"version-history":[{"count":3,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/6902\/revisions"}],"predecessor-version":[{"id":6970,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/posts\/6902\/revisions\/6970"}],"wp:attachment":[{"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/media?parent=6902"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/categories?post=6902"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/starti.ai\/blog\/wp-json\/wp\/v2\/tags?post=6902"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}