TL;DR

• We analysed more than 10,000 D2C ads inside Vibemyad Ad Vault using run duration as the primary performance signal. Every long-running ad follows one of 12 creative structures. The structure you choose should match your funnel stage. Top of funnel needs emotion and disruption. Mid-funnel needs proof and urgency. Lower funnel needs trust and conviction.
• Eleven of the 12 structures are widely used. The twelfth is the most interesting one we found in the entire analysis. Very few brands are using it. It builds brand trust faster than any other structure on Meta. And it might be the only one a D2C founder actually needs to start with.
• This blog breaks down all 12 with real brand examples pulled directly from Vibemyad Ad Vault and tells you exactly how to find which structure is winning in your category right now.

What Is a D2C Ad Creative Structure?

A D2C ad creative structure is the underlying narrative or persuasion framework that determines how an ad presents its argument to the viewer — independent of visuals, copy tone, or brand identity. Creative structure is not the same as ad format. Format is the container (feed image, video, carousel, story). Structure is the logic inside the container: what happens first, what emotional or rational trigger is used, how the product is positioned relative to the viewer's situation, and what the ad is ultimately asking the viewer to believe.

Across more than 10,000 D2C Meta ads analysed by Vibemyad using run duration as the primary performance proxy, every long-running ad maps to one of 12 recurring creative structures. These structures appear across every D2C category, every budget level, and every market. The structure is the repeatable pattern. The creative execution is what makes each iteration feel new.

Why Does Creative Structure Matter More Than Creative Originality on Meta?

Here is an uncomfortable truth about Meta advertising. The most original ad in your category is rarely the best-performing one. Originality is unpredictable. Structure is not.

When you scroll through Meta as a consumer, you are not consciously registering ad formats. But your brain is. It has been trained by thousands of exposures to recognize certain patterns, certain emotional triggers, and certain narrative shapes. When an ad matches a pattern the brain already trusts, the friction of persuasion drops dramatically. When an ad tries to break every known pattern simultaneously in the name of originality, the brain has no frame to process it, and the scroll continues.

This is what Meta ad inspiration actually means when you strip away the creative mythology. It is not about finding a clever idea nobody has thought of. It is about understanding which structural patterns Meta audiences in your specific category have already been conditioned to respond to and building your creative inside that structure with enough differentiation to stand out within it, not outside it.

Vibemyad Ad Vault analyses over 10 million Meta ads using run duration as the primary performance signal. An ad that ran for three days and stopped was not working. An ad that ran for 90 days was. Run duration is the closest proxy to real performance data available without access to a brand's internal numbers, and it is the metric that separates ads worth learning from ads worth ignoring.

When you filter Vibemyad Ad Vault by category and sort by run duration, a pattern emerges immediately. The long-running ads, the ones that clearly worked, cluster into recognisable structures. The same 12 shapes appear over and over across fitness, wellness, education, beauty, consumer electronics, and every other D2C vertical. The brands that run the longest-running ads are not the ones with the most creative teams or the most distinctive visual identities. They are the ones who identified the structure working in their category and built their creative system inside it.

The 12 Structures Of An Ad

Structure 1: Before and After

Definition: The before and after ad structure presents a transformation — the viewer's current state without the product, followed by the improved state the product enables. The transformation, not the product, is the primary subject of the ad.

Every marketer knows this one in theory. Very few brands execute it correctly in practice. Before and after is not about showing a product benefit. It is about selling a transformation. The gap between who you are without the product and who you become with it is the entire creative brief. The product is almost incidental. The transformation is what is for sale.

The brand doing it best is HealthifyMe. A real person. A real result. Shot like a phone video, not a brand production. The rawness is deliberate. It signals authenticity in a category saturated with polished transformation content that audiences have learned to distrust. When every other brand looks like a fitness commercial, looking like a real person's phone video is a structural advantage, not a production shortcut.

HealthifyMe ran this exact structure for 248 days across 85 different variants of the same idea. Not because they ran out of creativity. Because it kept working. That is what a validated structure looks like in Vibemyad Ad Vault. Not a single winning ad. A system built around a structure that the market confirmed and kept confirming.

Inside Vibemyad Ad Vault, over a thousand ads in the fitness category alone run this structure. Filtering by run duration reveals which versions are sustaining spend. The consistent pattern across the long-running ads: the more specific the transformation claim, the longer the ad runs. Vague before and after does not hold attention. A specific, believable transformation, one person, one result, one timeframe, converts.

When to use it: any product with a visible, measurable outcome. Weight loss, skincare, fitness, hair, sleep, financial results. If there is a clear before state and a clear after state, this structure is available to you.

Funnel stage: top of funnel. Before and after is built to stop the scroll and create emotional identification with the transformation. It does not require the audience to already know or trust the brand.

Structure 2: Aspirational Lifestyle

Definition: The aspirational lifestyle ad structure sells an emotional world rather than a product. The product is present but secondary. The ad's primary job is to make the viewer desire the version of life the product represents — and position ownership of the product as access to that world.

This is the most misunderstood structure in D2C advertising. Brands think they are running aspirational lifestyle ads when they are actually running product ads with a nice background. That distinction is the entire difference between a creative that sells a world and a creative that sells a feature.

The brand doing it best is Nike. Athlete. Terrain. Motion. Drama. The shoe is secondary. The emotion of the world — freedom, strength, movement — is the entire creative brief. You are not buying a product. You are buying access to that world. Nike does not need to describe the shoe. The world the shoe belongs to does all the selling.

People do not buy products. They buy access to the version of themselves that uses the product. Aspirational lifestyle structure makes that transaction explicit. You are not buying a wellness tracker. You are buying the identity of someone who takes their health seriously enough to wear one.

Hundreds of ads in Vibemyad Ad Vault run this structure across categories as different as supplements, activewear, home organisation, and premium food. The common thread is not the product category. It is the emotional currency. The feeling of life is always bigger than the product itself.

When to use it: any product that carries an identity signal. Premium goods, wellness, performance, anything where the buyer is communicating something about themselves by choosing your brand over a cheaper alternative.

Funnel stage: top of funnel. Aspirational lifestyle ads build brand desire and emotional affinity. They are not designed to close. They are designed to make the audience want to live inside the world the brand represents.Structure 3:

Structure 3: Limited Drop

Definition: The limited drop ad structure sells a moment in time rather than a product. The ad frames the product as available only within a specific cultural, seasonal, or temporal window, making the act of missing it feel like a concrete loss rather than a deferred purchase.

The entire mechanism of this structure is FOMO. Not manufactured FOMO. Not a fake countdown timer. Real scarcity, real moments, real urgency built into the creative from the brief stage rather than added as a promotional overlay at the end.

The brand doing it best is ColourPop. Their Blue Jean Baby campaign is the clearest execution of this structure in Vibemyad Ad Vault. Stay cool for summer with this fresh hue. The eyeshadow palette is the excuse. Summer is the actual product. A Diwali edition is not the same product as a regular edition. A limited festival drop is not the same as the standard offering. The moment wraps the product in a layer of urgency and cultural relevance that the base product does not carry on its own.

This structure is distinct from standard promotional advertising. A discount is not a limited drop. A limited drop has a cultural or narrative frame around it. The scarcity is real, the moment is specific, and the creative makes the cost of missing the window feel concrete rather than manufactured.

When to use it: product launches, seasonal campaigns, festival tie-ins, anniversary editions, collaboration drops. Any moment where real scarcity or cultural relevance can be built into the creative rather than added as a promotional mechanic.

Funnel stage: mid funnel. Limited drop structure works best with audiences who already have some awareness of the brand. Cold audiences need context before urgency lands. Warm audiences are already in consideration mode, and urgency is the trigger that converts.

Structure 4: Shock Value

Definition: The shock value ad structure uses an unexpectedly direct, provocative, or taboo-adjacent claim to interrupt the viewer's scroll pattern. The disruption itself is the primary creative mechanism. The brand says the thing every competitor in the category is too cautious to say.

Most D2C brands say the same things. Safe claims. Category-standard messaging. Nothing that would make a competitor uncomfortable or a customer stop mid-feed.

Shock value structure works precisely because it says the thing every other brand in the category is too cautious to say. The willingness to be direct, specific, or provocative about a result, a problem, or a claim is what makes the ad stand out in a feed full of safe messaging that audiences have been trained to scroll past.

Three brands execute this structure at the highest level in Vibemyad Ad Vault. Liquid Death with "It's Already Too Late." JSHealth with "Your vagina's best kept secret." Kitsch with holiday humour nobody expected from a hair accessories brand. All three are running in categories where every other brand sounds identical. When the response to an ad is "did they really just say that," the ad has already won the first battle, which is stopping the scroll.

None of these brands are making outrageous claims. They are making specific ones that other brands avoid because specificity is a liability when you cannot back it up. The disruption is sustainable precisely because the claim is real.

When to use it: any category where competitor messaging has converged into sameness. If five competitor ads all sound interchangeable, shock value structure is available to you. The constraint is non-negotiable: you must be able to back up the claim. Shock value built on exaggeration creates short-term attention and long-term brand damage.

Funnel stage: top of funnel. Shock value is a pattern interrupt designed to stop audiences mid-scroll. It works across cold and warm audiences because disruption does not require prior brand awareness to land.

Structure 5: Science Ad

Definition: The science ad structure removes emotional signals from the creative entirely and replaces them with mechanism-based proof. The ingredient, compound, clinical finding, or technical specification is the headline. The product appears as the delivery vehicle for the mechanism rather than the subject of the ad.

This structure appeals to a specific buyer psychology: the researcher. This is the customer who has encountered emotional and lifestyle ads and remained unconvinced, and who needs to understand how something works before they will commit money to it.

The brand executing this structure best in Vibemyad Ad Vault is L'Oréal Professional. Ferulasäure and Zitronensäure against a molecular visual on black. The ingredient is the headline. The chemical name is bigger than the product name. Science is the entire creative. No lifestyle context needed because the mechanism is the argument.

The creative execution is about making the mechanism visible and credible without making it inaccessible. The best science ads in Vibemyad Ad Vault look more like educational content than advertising. They explain something the viewer did not know, using numbers and mechanisms as the primary visual language, with the product appearing as the delivery vehicle for the mechanism rather than the hero of the ad.

When to use it: supplements, skincare with active ingredients, health technology, any product where the mechanism of action is a real differentiator and the category has enough sophistication for proof-based messaging to land. Works best when there is a clinical, scientific, or research-backed claim to lead with.

Funnel stage: mid funnel. Science ad structure requires audiences already in consideration mode. Warm audiences who already know the brand and are evaluating it respond strongly to science structure because it answers the specific objection that kept them from converting.

Structure 6: Testimonial Ad

Definition: The testimonial ad structure uses a real customer's words, often formatted to look like an unedited review, screenshot, or direct message, as the primary creative unit. The brand's voice is absent or minimal. The trust signal comes from the customer, not the company.

The defining characteristic of this structure is that it does not look like an ad. It looks like a screenshot of a real conversation. A DM. A review. A real person's real words captured before anyone thought to turn it into a creative. The design language signals authenticity, not production.

The brand doing it best is JSHealth Vitamins. "TY for saving my hairline post baby." The product is incidental. The testimonial does all the work. The creative is designed to look like something that landed in your Instagram DMs, not a paid ad unit. The informality is the strategy. The imperfection is the proof.

This structure works because it transfers the trust signal from the brand to a real person the audience can identify with. The audience does not need to trust JSHealth Vitamins. They need to trust the person in the DM who was in exactly the position they are in now. When that transfer of trust succeeds, the conversion barrier drops significantly.

The execution detail that separates effective testimonial ads from ineffective ones is specificity. Generic testimonials do not work. Specific details about a specific result in a specific moment are harder to fabricate and therefore more credible. "TY for saving my hairline post baby" is not a marketing line. It is a real person's real relief. That distinction is everything.

When to use it: any product with a customer success story and a specific, quantifiable or emotionally real result. Education, health, finance, fitness, software. Particularly effective for products with longer consideration cycles where social proof is a primary conversion driver.

Funnel stage: mid to lower funnel. Testimonial ads convert audiences who are already interested and need a final trust signal before committing.

Structure 7: Product Breakdown

Definition: The product breakdown ad structure uses a visual diagram format to present the product's components and their individual benefits simultaneously. The product sits at the centre of the frame with benefit callouts, labels, or arrows radiating outward. The layout itself makes the argument.

This structure does something most D2C creative briefs never attempt. It removes the human entirely and lets the product architecture make the case. Product in the centre. Benefits radiating outward with labels. Arrows pointing from each component to its specific function. Price anchored at the bottom. The layout is the argument.

The brand doing it best is Kolagens. One product, four benefits, arrows pointing to each one, price at the bottom. Every element does a specific persuasive job. The visual hierarchy moves the eye from product to benefit to price in a single sequence that answers the three questions every buyer has before converting: what does it do, how does it do it, and what does it cost.

This structure works particularly well for products with multiple active components, where the complexity is itself a trust signal. If the product has three ingredients, a simple visual is fine. If the product has twelve specifically chosen and specifically beneficial components, a product breakdown ad communicates that complexity as sophistication rather than overwhelming the viewer.

When to use it: any product where the mechanism of delivery or the specificity of the formulation is a differentiating factor. Supplements, skincare systems, health technology, multi-component products. Works best when each benefit callout is specific rather than generic.

Funnel stage: mid funnel. Product breakdown structure works best with audiences already familiar enough with the category to understand why the specific benefits matter.

Structure 8: Product Shot

Definition: The product shot ad structure is a single product presented in isolation, typically against a clean background, with no model, no lifestyle context, and minimal or no copy. The visual quality of the product and its packaging is the entire creative.

This is the most disciplined structure in D2C advertising, and the one most brands are too insecure to execute correctly.

One product. Perfect light. Nothing competing for the eye. No copy. No model. No lifestyle context. The product carries the frame alone. The design is the argument. The restraint is the strategy.

The brand doing it best is Neemans. Black sneakers. White background. That is the entire ad. It works because the product is confident enough to need nothing else. No lifestyle shot required. No aspirational world to construct. The product earns its place in the feed by being worth looking at on its own terms.

This structure communicates something specific about the brand before a word of copy is read: this product does not need to convince you with a story. It is good enough to stand alone. That confidence is itself a brand signal that many premium D2C categories rely on as a primary positioning mechanic.

When to use it: any product with visual appeal and design quality that can carry the frame without contextual support. Premium footwear, accessories, beauty hardware, food and beverage with distinctive packaging. The product must be able to stop the scroll on visual merit alone.

Funnel stage: top of funnel for brand awareness and mid funnel for consideration. Cold audiences stop scrolling because something looks beautiful. Warm audiences are reminded of a product they are already considering without being subjected to another persuasion sequence they have already seen.

Structure 9: Sale Ad

Definition: The sale ad structure leads with a price reduction and a deadline. The creative contains no narrative, lifestyle context, or emotional framing. It is designed exclusively to convert warm audiences who already know the brand and are waiting for a specific economic trigger to act.

This structure never wins a creative award. It wins revenue.

Discount. Deadline. Do not miss out. No subtlety. No story. No emotion. Pure conversion for people who already know the brand and need one specific trigger to act.

The brand doing it best is TruBrain. Black Friday Extended. 40 percent off. Do not miss out. The creative is entirely functional. There is no attempt to tell a story, build a world, or transfer a trust signal because none of those things are required for the job this ad is doing. The audience already knows TruBrain. The discount is the only variable that was missing from their conversion decision.

The most important thing to understand about sale ad structure is who it is for. A cold audience encountering a brand for the first time through a discount ad has no context for what is being discounted or why it matters. Sale ad structure is a lower funnel mechanism designed to convert warm audiences who have already completed the consideration journey.

When to use it: Black Friday, Cyber Monday, end-of-season clearances, anniversary sales, any moment where a real price reduction can be offered with a real deadline. The deadline must be real. Fake urgency destroys brand trust in the same way fake scarcity destroys the limited drop structure.

Funnel stage: lower funnel. Sale ad structure is exclusively for audiences who already know the brand and are in active consideration.

Structure 10: Direct Response

Definition: The direct response ad structure compresses the entire persuasion sequence — benefit, price, urgency, and social proof — into a single ad unit. Unlike the sale ad structure, it is designed to work on cold audiences with no prior brand awareness by answering every buying objection before it can form.

Direct response structure does not rely on prior brand awareness, emotional affinity, or category sophistication. It assumes nothing and answers everything.

Benefit list. Hard price. Urgency signal. Everything on one card. Built to convert cold traffic immediately. The viewer needs to make one decision: is this worth it? The ad answers every objection before it can form.

The brand doing it best is SkinnyFit. Three benefits, $27, a hot offer badge, free gifts included. The creative is a complete decision architecture compressed into a single visual. Benefit one removes the primary objection. Benefit two removes the secondary objection. Benefit three removes the remaining hesitation. The price answers the cost question. The free gifts answer the value question. The hot offer badge provides the urgency signal that makes acting now more compelling than acting later.

Direct response structure differs from sale ad structure in one important way. Sale ads require prior brand awareness to work. Direct response structure is designed to work on cold audiences who have never encountered the brand before. The entire persuasion journey from awareness through conversion is compressed into the single ad unit.

When to use it: any product with a clear, demonstrable benefit, a specific price point, and a strong value proposition that can be communicated in three claims or fewer. Works particularly well for health, wellness, and lifestyle products with a single transformative promise.

Funnel stage: top of funnel for cold traffic conversion. Direct response is one of the only structures that can take a viewer from first exposure to conversion in a single interaction.

Structure 11: Brand Collab

Definition: The brand collaboration ad structure uses the visual and cultural pairing of two brands as the primary creative mechanism. The creative does not need to explain or justify the collaboration. The fact of the pairing is the news, and each brand's existing audience trust is the conversion driver for the other's.

The brand collaboration structure does not need to explain anything. The cultural moment of two brands meeting is the entire ad. Two audiences, one creative, zero explanation required.

The brand doing it best is Glossier x Katseye. New Lip Glaze collab. Grid of product shades. New badge. Neither brand needs to sell anything in the traditional sense. The collab sells itself because both audiences bring their existing trust to the creative. Glossier's audience trusts Glossier. Katseye's audience trusts Katseye. The overlap is the market. The combination creates a third trust signal that neither brand could create alone.

Brand collaboration structure works best when the two brands occupy adjacent cultural spaces rather than identical ones. The creative tension between two distinct brand worlds is what makes the collaboration culturally interesting. Two identical brands collaborating is a product line extension. Two brands from adjacent worlds collaborating is a cultural event.

When to use it: when a brand partnership exists with authentic cultural overlap between both audiences. Fashion and music. Beauty and sport. Food and entertainment. The collaboration must feel natural or the creative reads as a co-sponsored promotion rather than a genuine cultural moment.

Funnel stage: top of funnel. Brand collaboration structure is an awareness and affinity play. It introduces each brand to the other's audience through shared cultural credibility rather than through direct product claims.

Structure 12: The Founder Story

Definition: The founder story ad structure uses the actual person who built the product — their motivation, their specific personal experience with the problem, and their direct address to camera — as the primary trust-building mechanism. No spokesperson, no script that sounds like a script. The founder's authentic reason for existing is the creative brief.

This is the most interesting structure found in the entire analysis. And the least used.

Why we built this. Who we built it for. Real face. Real obsession. Real reason. Not a spokesperson. Not a celebrity. The actual person who built the product talking directly to the person who needs it.

AG1 did this with Hugh Jackman, not as a celebrity endorsement but as a living proof of the promise. A 57-year-old man. Morning routine. Real life. The archetype proves the product. The credibility does not come from fame. It comes from the specificity of a life. A 57-year-old man who looks the way Hugh Jackman looks is not selling a supplement. He is the evidence that the supplement makes it possible. The ad does not need to claim anything. The living result is standing in front of the camera.

Almost nobody does this well, and the reason is structural. It requires the founder to have a real story, a real reason for building the product, and the willingness to be on camera without a script that sounds like a script. The inauthenticity detector for founder story content is extraordinarily sensitive because the entire structure depends on the viewer believing that the person in the frame actually cares about the problem the product solves. The moment it feels like a performance, the trust evaporates.

When it works, it builds brand trust faster than any other structure on Meta. Because you are not watching an ad. You are watching a person who cares about a problem that you also have. That connection is worth more than any discount, any ingredient claim, any lifestyle shot. It creates a brand relationship before the viewer has ever used the product, which is the rarest and most valuable outcome any ad can produce.

If you are a D2C founder and you have not used this structure yet, this is the only one you actually need to start with. Not because it is the easiest. Because when it works, nothing else comes close.

How Do You Find Which Structure Is Winning in Your Category Right Now?

Knowing the 12 structures is the starting point. Knowing which structure is performing in your specific category, at this specific moment, against your specific competitor set, is the competitive advantage.

Vibemyad Ad Vault contains over 10 million Meta ads searchable by category, hook technique, funnel stage, and run duration. When you filter by your category and sort by run duration, you are looking at the ads that brands chose to keep spending behind on Meta. Long-run duration is the performance signal. It means the ad was working well enough to justify continued spend at Meta's auction prices.

• In a few minutes of filtering inside Vibemyad Ad Vault, you can identify which of the 12 structures your competitors are currently running on Meta, which specific hooks are sustaining spend in your category right now, and which brands are investing heavily enough to signal genuine creative confidence in a specific structural approach. The data is not retrospective. It reflects what is happening in your competitive landscape this week, not six months ago.
• Vibemyad Ad Spider extends this intelligence into live competitive tracking. It monitors up to 50 competitor brands simultaneously on Meta, capturing every creative a tracked brand launches and every ad they pull down. It syncs weekly, which means your picture of the competitive structural landscape updates continuously rather than reflecting a single point-in-time snapshot.
• Vibemyad Ad Gen then takes the validated structures and competitor creatives from Vibemyad Ad Vault and uses them as the foundation for generating new ad concepts. Vibemyad Ad Gen has turned fully agentic. Users chat with the Vibemyad Ad Gen agent to create ads. They can point to any competitor ad found in Vibemyad Ad Vault as a reference, describe what they want, and the agent handles the creative production through conversation. The brief and the build happen in the same place. Brand book inputs ensure every output uses the brand's exact fonts, styling, and brand voice. Under 60 seconds from saved inspiration to production-ready creative.

You are not starting from a blank canvas. You are starting from proven structural patterns filtered to your category, with competitive creative intelligence from the Meta market built into the brief. The workflow shifts from guessing what might work to building from what is already working.

That gap between the structure nobody in your market has claimed yet and the creative you produce next is your brief. Vibemyad Ad Vault shows you the gap. Vibemyad Ad Gen fills it.

Start free with $5 in credits. No credit card required. Book a demo with Vibemyad and get your first 3 trials free.

Which Structure Should You Use at Each Funnel Stage?

The right structure depends on where your customer is in the consideration journey. Using the right structure at the wrong funnel stage is as costly as using the wrong structure entirely.

• Top of funnel audiences encounter your brand for the first time. They are not ready to evaluate proof or consider mechanisms. They need to feel something or see something worth stopping for. Before and after, aspirational lifestyle, shock value, product shot, direct response, and founder story are built for this stage. Emotion, disruption, and visual confidence are the conversion drivers at the top of the funnel. The goal is to create a first impression strong enough to earn the next interaction.
• Mid-funnel audiences have already seen your brand. They are in consideration. They need to move from interest to conviction. Limited drop, science ad, testimonial, and product breakdown are built for this stage. Proof, urgency, specificity, and social validation are the conversion drivers mid funnel. The goal is to remove remaining objections and create a specific reason to act from someone who is already interested but has not yet committed.
• Lower funnel audiences are in active consideration and need a final economic or emotional trigger. Sales ads and brand collaboration operate here alongside testimonial and science ads for products with longer consideration cycles. The goal is conversion from a warm audience that has already completed the consideration journey.

The most effective Meta testing protocol is to run one top-of-funnel structure against one mid-funnel structure simultaneously. The relative performance of each tells you something important about where your category audiences currently are in their consideration journey, and that insight shapes every subsequent creative decision.

Key Takeaways

• Structure is more valuable than originality on Meta. The brands with the longest-running ads are not the most creative brands. They are the most structurally consistent ones. They found a structure that works for their category and funnel stage and built a repeatable system around it. Creative originality inside a proven structure is a competitive advantage. Creative originality that ignores structure is a budget risk.
• The structure only works when it matches the funnel stage. A science ad served to a cold audience will not convert. A sale ad served to someone who has never heard of the brand will not close them. Every structure has a specific job in the consideration journey. The funnel stage match is not a refinement. It is fundamental.
• The twelfth structure is the most underleveraged opportunity in D2C advertising. Founder story content builds brand trust faster than any other structure on Meta because it creates a human connection no lifestyle shot, ingredient claim, or discount can replicate. Very few brands are using it well. If you are a D2C founder with a real story, the gap in your category is most likely unclaimed. That gap is your brief.
• Your competitors are already telling you which structure to test. The fastest way to find your next winning creative is not a brainstorm. It is a filter. Sort your category in Vibemyad Ad Vault by run duration, and the answer is already there. You do not need to guess which structure your Meta audience responds to. The data shows you, and Vibemyad Ad Gen lets you build from that validated foundation rather than from a blank page.