AI/Vidia

Insights · 95 pieces

Production notes from the studio.

Essays, benchmarks and the unvarnished production diary of an AI-first creative studio.

Editorial overhead flat lay of three phones showing different Meta Advantage Plus ad surfaces, paper variant cards on a warm off-white Nordic surface.
channel performanceMay 13, 2026

Meta Advantage Plus AI Creative Stack 2026 Guide

The 2026 Meta Advantage Plus AI creative playbook: format benchmarks, AI model picks per Meta surface, and the AI Vidia diagnostic and weekly cadence.

10 min read
Editorial overhead flat lay of three vertical 9:16 phone frames showing distinct YouTube Shorts ad openers on a warm off-white Nordic studio surface with burnt orange and deep ink paper accents.
channel performanceMay 12, 2026

YouTube shorts ai ads 2026: specs, cost, AI stack

Youtube shorts ai ads in 2026: native 9:16 specs, EU CPM and CPV benchmarks, AI generation stack, and the AI Vidia format diagnostic across 48 brands and 1,834 AI videos.

10 min read
Editorial overhead flat lay of three vertical phone frames showing distinct TikTok ad hook openers on a warm off-white Nordic studio surface with burnt orange and deep ink paper accents.
channel performanceMay 11, 2026

TikTok ai ad creative 2026: 7 hook patterns that win

Tiktok ai ad creative in 2026 wins on 7 hook patterns. AI Vidia ships them across 48 brands, 14 countries, and 1,834 AI videos. The 7 patterns, the stack, the benchmarks.

10 min read
Overhead view of a testing grid of blank white cards in seven columns on pale oak, several cards in burnt orange and ink blue, a hand placing one card out of line.
frameworkMay 7, 2026

Creative Testing Matrix: 4 to 35 Variants Per Campaign

AI Vidia sizes its creative testing matrix from 4 to 35 variants based on monthly spend and review hours. Two frameworks, a benchmark table, and live proof.

11 min read
Editorial overhead flat lay of a brand lock kit on warm off-white linen: a printed hero reference card, a typeset style prompt card, a stack of negative prompt entries, and a 12 point checklist with burnt orange and deep ink accents.
frameworkMay 6, 2026

Brand-Locked AI Creative: The 4-Asset System

How AI Vidia builds a brand-locked AI creative kit in 48 hours. The 4-Asset Brand Lock Kit, drift comparison, 99.2% pass rate, and the build sequence.

11 min read
Editorial overhead composition of a five layer modular grid of paper layout boards, ratio cards, brass ratio rulers, and a weekly planner on a warm off-white Nordic studio surface with burnt orange and deep ink accents.
frameworkMay 5, 2026

Brief to Asset Pipeline: 200 Ads Per Month

AI Vidia publishes the brief to asset pipeline used to ship 200 AI ads per month per brand across 48 brands. Layers, weekly cadence, capacity table, and proof.

12 min read
Editorial overhead flat lay of stacked SaaS invoices, a single retainer invoice, a payroll slip for a senior prompt engineer, and a small grid of AI ad variant cards on a warm off-white Nordic studio surface with burnt orange and deep ink accents.
pricingMay 4, 2026

In-House vs Agency AI Creative: True Cost in 2026

AI Vidia breaks down in-house vs agency ai creative on hidden cost lines, brand lock time, deprecation rebuilds, and cost per winning variant for DTC brands.

10 min read
Editorial overhead flat lay of seven small printed ad asset cards labelled with euro prices, a brass calculator, and a stack of receipts on a warm off-white Nordic studio surface with burnt orange and deep ink colour accents.
pricingMay 2, 2026

Cost Per Ad Asset: 2026 AI vs Traditional Benchmarks

AI Vidia publishes the 2026 cost per ad asset benchmark across DIY SaaS, AI studio, boutique AI agency, and traditional production methods, with real numbers.

11 min read
Editorial overhead flat lay of three labeled paper cards (DIY, retainer, agency), a brass calculator, and a small stack of receipts on a warm off-white Nordic studio surface with burnt orange and deep ink accents.
pricingApr 30, 2026

AI Content Retainer Cost: What EUR 5,000 Buys in 2026

AI Vidia breaks down ai content retainer cost line by line at EUR 5,000 per month across DIY SaaS, performance retainer, and traditional agency paths.

9 min read
Overhead studio still life of a single ceramic product photographed under soft Nordic light, with two shadow patterns hinting at a side-by-side comparison
image model comparisonApr 29, 2026

Imagen 3 vs Midjourney v7: The Product Photography Verdict

Imagen 3 vs Midjourney v7 for ecommerce product shots. AI Vidia tested both on reference-image fidelity, cost, and batch speed across 6 DTC brands.

9 min read
Editorial flat lay of three printed ad cards on a warm off-white Nordic studio surface, each showing a bold price callout, an offer badge, and a multi-language label
image model comparisonApr 28, 2026

Recraft vs Ideogram: The Ad Typography Verdict

AI Vidia tested recraft vs ideogram on 8 typographic ad jobs across 12 brands. Here is the legibility test battery, the cost math, and when each model wins.

9 min read
Editorial overhead flat lay of three labeled AI image model output cards next to a brand style guide and a contract page on a warm off-white Nordic studio surface.
image model comparisonApr 27, 2026

Stable Diffusion vs DALL-E vs Midjourney: Brand Safety

AI Vidia scored stable diffusion vs dalle vs midjourney on 8 brand-safety criteria across 48 brands and 70,342 images. Here is the routing decision tree.

10 min read
Editorial overhead flat lay of two matte film canisters on a warm white Nordic surface representing competing AI video models for ad production
video model comparisonApr 24, 2026

Veo 3 vs Sora for Meta Ads: 2026 Verdict

Veo 3 vs Sora for Meta ads: a head-to-head on motion quality, cost, aspect ratio support, and what AI Vidia uses for ad-ready video production in 2026.

9 min read
Five small screens on a shelf each showing a different blurred frame of the same amber bottle video, with the real bottle standing in focus in front.
video model comparisonApr 24, 2026

Best AI Video Generator for Ecommerce in 2026

AI Vidia scored 7 models on 5 production criteria to pick the best AI video generator ecommerce teams should ship with in 2026. Matrix inside, with cost math.

12 min read
Editorial overhead flat lay of three matte film canisters in a triangular arrangement on a warm white Nordic surface representing Kling, Pika, and Luma video models
video model comparisonApr 23, 2026

Kling vs Pika vs Luma for Short-Form Ads: 2026

Kling vs Pika vs Luma for Meta Reels, TikTok, and YouTube Shorts ads: production-first comparison on hook quality, cost per clip, batch API access, and when each model wins in 2026.

10 min read
Editorial overhead flat lay of two matte film reels labeled Runway and Sora on a warm off-white Nordic studio surface with burnt orange and deep ink accents.
video model comparisonApr 21, 2026

Runway Gen-4 vs Sora 2: 2026 Cost and Quality Math

AI Vidia ran runway vs sora on 180 ad prompts across 6 DTC brands. See the per-10-second cost math, the quality scorecard, and our allocation split.

10 min read
Editorial flat lay of a brass calculator, stacked receipts, and three small product cards on a warm white Nordic studio surface with burnt orange and deep ink accents.
pricingApr 18, 2026

AI Video Ad Cost in 2026: A CFO Grade Breakdown

AI Vidia publishes the real ai video ad cost math for 2026. Line-item pricing across film, DIY AI, and managed retainers. Per-asset and per-winning-variant numbers.

9 min read
Editorial overhead flat lay of three matte film canisters labeled Sora, Veo, and Runway on a warm white Nordic studio surface with burnt orange and deep ink accents.
video model comparisonApr 16, 2026

Sora vs Veo 3 vs Runway Gen-4: The 2026 Ad Verdict

AI Vidia ran sora vs veo vs runway across 120 ad prompts and 8 DTC brands. Here is the cost-per-10s math, the licensing fine print, and which model wins which creative role.

11 min read
Three-panel editorial flat lay of AI-generated ad creative samples in Nordic studio light, one photorealistic product frame, one poster with headline copy, one editorial fashion frame
image model comparisonApr 14, 2026

Flux vs Ideogram vs Midjourney: The Ad Creative Verdict

AI Vidia tested flux vs ideogram vs midjourney across 9 DTC brands and 1,296 ad renders. Here is the routing matrix, the cost math, and when each model wins on paid social.

10 min read
Side-by-side overhead product photography comparison of two AI-generated hero shots of the same SKU in Nordic studio lighting
image model comparisonApr 11, 2026

Nano Banana vs Midjourney: The Ecommerce Product Shot Verdict

AI Vidia tested Nano Banana against Midjourney v7 across 6 DTC brands and 864 renders. Here is the batch-render evaluation, the cost math, and when each model wins.

10 min read
Editorial flat lay of three phone frames showing a Reel, a Feed post, and a Stories ad, arranged on a warm white Nordic studio surface with burnt orange and deep ink accents.
channel performanceApr 9, 2026

AI content in Meta ads 2026: formats, disclosure, and the scaling protocol

Concrete 2026 playbook for running ai content in Meta ads. Format benchmarks, Meta's AI disclosure rules, the 6 step AI Vidia scaling protocol, and the real CPA and ROAS ranges AI Vidia sees across 48 brands in 14 countries.

11 min read
A studio wall covered in a dense grid of roughly one hundred small printed cards in weekly columns, several tinted burnt orange, with a rolling ladder at the side.
frameworkApr 7, 2026

Scale Ad Creative to 100 Variants Per Week: The System

AI Vidia publishes the weekly system used to scale ad creative from 20 to 100 variants per week across 48 brands. Roles, math, failure modes, and a 6 step framework.

12 min read
Grid of AI-generated video thumbnails representing high-volume ad production output
benchmarkMar 12, 2026

How AI Vidia Shipped 1,834 AI Videos in a Year

AI video production at scale: the five station pipeline, monthly volume curve, and review discipline behind 1,834 AI videos shipped for 48 brands in 12 months.

8 min read