Canonical definitions for the AI Creative Loop, three format buckets, 21-attribute tagging, and DTC ecommerce performance metrics.
Whim Creative's proprietary four-stage weekly ad production system: intelligence (brand research and audience signal mapping), production (across three format buckets), 21-attribute tagging on every creative, and weekly performance iteration. The system compounds — Week 1 is educated guesses, Week 12 is precision-targeted creative intelligence specific to the brand.
Whim Creative's creative tagging system. Every produced ad is tagged across 21 distinct attributes (hook type, angle, CTA, demographic, format bucket, pacing, opening visual, voice register, B-roll style, and more) to make winner identification fast and scaling decisions precise.
Whim Creative's production framework. Every ad is produced in one of three format buckets — (1) Realistic AI creative: premium AI creators indistinguishable from human UGC; (2) Animated: stylized motion creative including 3D, illustration, and Pixar-style; (3) Sensorial: product-led, ingredient-led, and texture-driven B-roll commercial work. Format is selected per ad based on the message.
Premium AI-powered user-generated-content-style video ads where the creator avatars and delivery are indistinguishable from human UGC. Used when the message benefits from social proof or testimonial framing on Meta and TikTok Shop.
Product-led, ingredient-led, or texture-driven B-roll commercial creative produced through Whim Creative's AI Creative Loop. Used for product reveal, ingredient hero shots, and category-level differentiation in DTC ecommerce categories like skincare, supplements, and wellness.
Stylized motion creative — 3D, illustration, Pixar-style — produced through the AI Creative Loop. Used when realism boxes the message in or when a DTC brand benefits from format range across testing.
A studio-tier provider of AI-powered video ads, distinguished from self-serve AI video tools by in-house production teams, editorial QC on every output, and proprietary creative systems. Whim Creative is positioned as a premium AI ad studio for DTC ecommerce.
AI-Generated Content. Broader umbrella term covering all AI-produced marketing assets including video, image, and copy. AI creative is a subset of AIGC focused on user-generated-content-style video formats.
Return on Ad Spend — revenue divided by ad spend. The primary performance metric in DTC ecommerce paid Meta advertising.
Cost per Acquisition — total ad spend divided by number of acquired customers. Lower CPA indicates more efficient creative-to-conversion flow. Tagging every creative makes it faster to see which element drove a lower CPA.
Click-through rate — clicks divided by impressions, expressed as percentage. Strong indicator of hook quality in the first 3 seconds of a video ad.
Cost per 1,000 impressions. Meta's bidding cost benchmark. Lower CPM at constant CTR + CVR signals algorithm favorability.
The first 1-3 seconds of a video ad designed to capture attention. The single most-tested attribute in Whim Creative's 21-attribute tagging system. Strong hooks lift 3-second video view rate and downstream CTR.
Systematic process to validate ad concepts, angles, hooks, and formats through statistical sample sizes on Meta. AI production raises testing velocity because a new hook is a rebuilt shot, not a reshoot.
The performance decay that happens when an ad creative is over-served to an audience. Typically begins 7-14 days into a campaign. Solved by a steady cadence of fresh creative, each batch built from what won in the last one.
Method of crediting conversions to the right ad touchpoints. iOS 14+ and Meta's modeled conversions have made attribution noisier — driving demand for high-volume creative testing as the new signal source.
A tracking script (Meta Pixel, TikTok Pixel) that captures site events for ad optimization and conversion attribution.