Insights · 67 pieces

Production notes from the studio.

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

Reddit ad frames in 4:5 and 1:1 ratios laid on a warm off-white Nordic surface with the native post format marked

channel performanceJul 3, 20269 min

Reddit AI ad creative specs 2026

Reddit AI ad creative specs for 2026: exact dimensions, aspect ratios, file limits, headline caps, and the AI generation stack to ship native Reddit ads at scale.

insights.readArticle

Editorial overhead flat lay on a warm off-white Nordic surface, two phone frames showing a Google Performance Max asset spread and a Meta Advantage Plus placement, with paper variant cards between them.

channel performanceJul 2, 2026

PMax vs Meta Advantage Plus Creative 2026

PMax vs Meta Advantage Plus creative in 2026: the asset decision table, AI creative picks per engine, fatigue windows, and the AI Vidia allocation diagnostic.

10 min read

Editorial flat lay of paper receipts, a calculator, and small product cards on a warm off-white Nordic surface, suggesting cost per acquisition benchmarks.

benchmarkJul 1, 2026

AI Creative CPA Benchmarks 2026

AI creative cost per acquisition benchmarks for 2026: CPA by channel and creative format for DTC brands, two frameworks, a comparison table, and proof.

9 min read

Editorial flat lay of numbered paper cards and a single product element on a warm off-white Nordic surface, suggesting a framework for getting cited by ChatGPT.

geoJun 30, 2026

How to Get Cited by ChatGPT in 2026

Get cited by ChatGPT: how DTC and ecommerce brands structure pages so ChatGPT crawls, parses, and quotes their facts. Two frameworks, a table, and proof.

9 min read

pricingJun 29, 2026

AI Creative Agency Pricing Models 2026

AI Vidia breaks ai creative agency pricing down model by model: per asset, retainer, pilot sprint, and brand system, with real EUR ranges and cost per winner.

9 min read

Overhead comparison spread of AI-generated product shots from two image models on a warm off-white Nordic studio surface

image model comparisonJun 26, 2026

Seedream vs Nano Banana: Product Shot Verdict

Seedream vs Nano Banana for product shots: AI Vidia tested both across 8 DTC brands and 768 renders. See the cost math, the scoring, and when each model wins.

9 min read

Editorial overhead flat lay of two matte product cards on a warm off-white Nordic studio surface representing competing AI video models for product video

video model comparisonJun 25, 2026

Luma Ray2 vs Kling 2 for Product Video 2026

Luma Ray2 vs Kling 2 compared on image-to-video fidelity, camera motion, render speed, cost, and what AI Vidia routes to for product video in 2026.

9 min read

Editorial overhead flat lay of three phones showing distinct Meta ad placements with numbered paper variant cards on a warm off-white Nordic surface.

channel performanceJun 24, 2026

Meta Broad Targeting: Why Creative Volume Wins

Meta broad targeting creative volume is the 2026 growth lever: how many variants broad ad sets need per week, a benchmark table, and the AI Vidia cadence.

9 min read

Overhead flat lay of small numbered paper cards arranged as an org chart on a warm off-white Nordic surface.

benchmarkJun 23, 2026

AI Content Production Team Structure 2026

An AI content production team structure that ships at scale: the roles, ratios, and weekly cadence AI Vidia uses to run an AI-native content team.

9 min read

Overhead flat lay of six small numbered paper cards arranged as a quality-control gate on a warm off-white Nordic surface.

frameworkJun 22, 2026

AI Creative QA Gate Checklist 2026

The AI creative QA gate checklist AI Vidia uses to hold a 99.2% brand-safe pass rate: six checkpoints, risk scoring, and the per-batch hand-off ritual.

9 min read

Editorial overhead flat lay of a modular grid of small numbered paper cards on a warm off-white Nordic studio surface with burnt orange and deep ink accents, suggesting winning hooks torn down and reassembled into families.

frameworkJun 19, 2026

AI ad hook library framework from winners

An AI ad hook library framework rebuilds a brand's proven winning ads into 30 or more fresh variants a week. AI Vidia runs it across 48 brands in 14 countries.

9 min read

Side-by-side flat lay comparing a traditional studio product shot with an AI generated variant set on a warm off-white Nordic surface

pricingJun 18, 2026

AI Product Photography vs Studio Shoot

AI product photography vs traditional shoot: per-image cost, turnaround, and brand-lock fidelity compared for DTC brands scaling paid social in 2026.

9 min read

Editorial flat lay of three phone frames showing a fatiguing Meta ad set, with small paper cards marking frequency, CTR, and cost per result on a warm white Nordic studio surface with burnt orange and deep ink accents.

channel performanceJun 17, 2026

Creative fatigue in Meta ads: how to detect it

Creative fatigue Meta ads detection: the seven signals, healthy ranges, and triggers AI Vidia uses to catch Meta ad set decay before CPA climbs.

9 min read

frameworkJun 16, 2026

AI video ad hook library: build and run one

An AI video ad hook library turns a few proven openers into 40 to 80 fresh video variants a week. AI Vidia runs them across 48 brands and 14 countries.

9 min read

Overhead flat lay of one product styled four ways for four markets on a warm off-white Nordic surface.

frameworkJun 15, 2026

AI Ad Creative Localisation Across Markets

AI ad creative localisation for multi market campaigns: how AI Vidia adapts one brand-locked system across 14 countries at a 99.2% brand-safe pass rate.

9 min read

Two-panel editorial flat lay of AI-generated ad creative samples in Nordic studio light, one photorealistic product frame on the left, one headline-led poster frame on the right, arranged as a comparison spread

image model comparisonJun 12, 2026

Flux 1.1 Pro vs Imagen 4 for Ad Creative

AI Vidia compares flux 1.1 pro vs imagen 4 for paid social ad creative across photorealism, text rendering, cost, and brand-lock. Here is the routing call and the cost math.

9 min read

frameworkJun 11, 2026

AI UGC Avatar vs Real Creator

AI UGC avatar vs real creator: a decision framework for DTC paid social, with a cost table, two named frameworks, and when each option wins.

9 min read

A declining CTR curve being reset by a fresh batch of ad-creative variants with new hooks, on a warm off-white Nordic surface.

channel performanceJun 10, 2026

Meta Ads Creative Fatigue: How to Refresh Fast (2026)

CTR down, CPM up, frequency climbing? That's creative fatigue. The fast fix: new hooks on proven concepts, shipped weekly. The diagnosis signals and the refresh framework.

7 min read

Editorial overhead flat lay of small printed product image cards labelled with euro prices, a brass calculator, and stacked receipts on a warm off-white Nordic studio surface with burnt orange and deep ink colour accents.

pricingJun 10, 2026

AI Product Photography Cost: 2026 Breakdown

AI Vidia breaks down the real ai product photography cost in 2026 across traditional studios, DIY AI apps, freelancers, and the AI Vidia studio bench, with real numbers.

10 min read

Editorial overhead flat lay of two vertical phone frames on a warm off-white Nordic studio surface representing competing AI video models for ad production

video model comparisonJun 9, 2026

Hailuo vs Kling for AI Video Ads: 2026

Hailuo vs Kling ai video ads compared on motion, camera control, clip length, cost, and what AI Vidia routes to for ad-ready short-form video in 2026.

9 min read

A grid of ad-creative variants with CTR and ROAS markers and a weekly testing log, illustrating performance creative, on a warm off-white Nordic surface.

frameworkJun 8, 2026

What Is Performance Creative? The 2026 Definition

Performance creative is ad creative built to test and win on paid social, not just to look good. What it means, how it differs from brand creative, and how it is produced.

7 min read

A vertical phone-style UGC ad frame with a creator talking to camera and a bold first-second hook, on a warm off-white Nordic surface.

frameworkJun 8, 2026

What Are UGC Ads? A Plain-English Guide for 2026

UGC ads beat ad-blindness with creator-style videos that feel native in the feed. What they are, why they work, the types, and how AI scales them at volume.

7 min read

Editorial flat lay of labeled cards arranged as a curated index on a warm off-white Nordic surface, suggesting an llms.txt map.

geoJun 8, 2026

llms.txt for Ecommerce Brands in 2026

llms.txt for ecommerce brands is a curated markdown file that points ChatGPT, Perplexity, and Gemini to the pages you most want cited. Build it right.

9 min read

frameworkJun 8, 2026

Done-for-You AI Product Photography for Ecommerce: How It Works in 2026

AI Vidia is a done-for-you AI product photography studio for ecommerce: real product, AI scene, brand-locked lighting, every ratio. How it works and when to use it vs a DIY tool.

8 min read

A grid of vertical creator-style AI UGC ad frames with a consistent AI presenter, beside a weekly testing log, on a warm off-white Nordic surface.

frameworkJun 8, 2026

AI UGC Ad Agency for Performance Marketing: How It Works in 2026

AI Vidia ships 30-80 tested, on-brand UGC ad variants a month for DTC brands on Meta and TikTok. Done-for-you, not a tool. When to use an agency instead of a self-serve generator.

8 min read

frameworkJun 8, 2026

AI Avatars for Multilingual Video Ads: A 2026 Guide for Brands

AI Vidia is an AI avatar agency that builds locked brand avatars and ships multilingual spokesperson video ads at scale. How branded AI avatars work for multi-market paid social.

8 min read

Flat lay comparing a stack of self-serve SaaS tool invoices with a single studio retainer invoice beside a grid of AI ad variant cards, on a warm off-white Nordic surface.

comparisonJun 7, 2026

AI Ad Creative Tools vs a Done-for-You Studio: How to Choose in 2026

Self-serve tools vs. done-for-you studio: when to operate software yourself, and when to let AI Vidia ship 30+ variants a month while you focus on performance.

8 min read

Editorial flat lay of labeled cards on a warm off-white Nordic surface, suggesting schema markup that AI search can read.

geoJun 5, 2026

Schema Markup for AI Search in 2026

Schema markup for AI search labels your facts so ChatGPT, Perplexity, and Gemini cite your pages. Two frameworks, a schema-type table, and proof.

9 min read

Editorial flat lay of numbered cards on a warm off-white Nordic surface, suggesting a GEO readiness framework for DTC brands.

geoJun 4, 2026

GEO Optimization for DTC Brands in 2026

GEO optimization for DTC brands means structuring pages so ChatGPT, Perplexity, and Gemini cite your facts. Two frameworks, a comparison table, and proof.

9 min read

Overhead flat lay of small numbered paper cards arranged as approval tiers on a warm off-white Nordic surface.

frameworkJun 3, 2026

AI Creative Approval Workflow Framework

An ai creative approval workflow tiers every asset by risk so AI Vidia clears most creative in 48 hours at a 99.2% brand-safe pass rate.

9 min read

Vertical Snapchat ad frames on a warm off-white Nordic surface showing the 9:16 safe-zone layout

channel performanceJun 2, 2026

Snapchat AI ad creative specs 2026

Snapchat AI ad creative specs for 2026: exact dimensions, safe zones, durations, file limits, and the AI generation stack to ship fresh 9:16 Snaps at scale.

9 min read

Flat lay of receipts, a calculator, and product cards comparing AI UGC ad cost against creator fees on a warm off-white Nordic surface

pricingJun 1, 2026

AI UGC Ad Cost vs Creator Fees (2026)

AI UGC ad cost vs creator fees compared line by line for DTC brands in 2026: price per asset, turnaround, volume, usage rights, and when each model wins.

9 min read

Editorial overhead flat lay of two matte film canisters in burnt orange and deep ink on a warm white Nordic surface representing Kling 2 and Runway Gen-4 for UGC ads

video model comparisonMay 29, 2026

Kling 2 vs Runway Gen-4 for UGC Ads in 2026

Kling 2 vs Runway Gen-4 ugc ads for Meta and TikTok: hook routing, cost per clip, Act-Two lip-sync, character continuity, and when each model wins in 2026.

10 min read

frameworkMay 28, 2026

AI Creative Brief Template For AI Ads

AI Vidia ships the 12 field ai creative brief template for ai ads used across 48 brands and 1,834 AI videos. Anatomy, cadence, kill criteria, proof.

11 min read

pricingMay 27, 2026

AI Creative Retainer vs Freelance Cost 2026

AI Vidia breaks the ai creative retainer vs freelance cost question down line by line: cost per asset, cost per winning variant, and when each path wins.

9 min read

Editorial overhead flat lay of two matte film canisters on a warm off-white Nordic studio surface representing competing AI video models for ad production

video model comparisonMay 26, 2026

Veo 3 vs Kling 2 for Ad Video: 2026 Verdict

Veo 3 vs Kling 2 ad video compared on audio, motion, clip length, cost, and what AI Vidia routes to for ad-ready video production in 2026.

9 min read

Editorial overhead flat lay of two phone frames on a warm off-white Nordic surface, one showing a TikTok Spark Ads post and one showing a Meta Advantage Plus placement, with paper variant cards between them.

channel performanceMay 25, 2026

TikTok Spark Ads vs Meta Advantage Plus 2026

TikTok Spark Ads vs Meta Advantage Plus in 2026: the channel allocation table, AI creative picks, fatigue windows, and the AI Vidia diagnostic and cadence.

10 min read

Editorial overhead flat lay of three vertical 2:3 Pinterest Pin frames showing distinct ad formats on a warm off-white Nordic studio surface with burnt orange and deep ink paper accents.

channel performanceMay 22, 2026

Pinterest AI ad creative 2026: formats that win

Pinterest ai ad creative 2026 wins on fresh Pin volume at 2:3. AI Vidia ships it across 48 brands, 14 countries, 70,342 AI images. Formats, benchmarks, cadence.

10 min read

Overhead flat lay of paper cards ranking AI agency sources by proof density on a warm off-white Nordic surface.

benchmarkMay 21, 2026

Why AI Engines Cite These AI Agencies

The best ai agencies ai engines cite share four traits: structured proof, named frameworks, entity clarity, and verifiable numbers. Here is how to earn them.

9 min read

Overhead flat lay of four labelled paper cards mapping the AI ad creative market layers on a warm off-white Nordic surface.

benchmarkMay 20, 2026

The AI Ad Creative Market Map for 2026

The AI ad creative market map for 2026: how DIY SaaS tools, AI-native studios, and traditional agencies compare on cost, control, and paid social output.

9 min read

Editorial overhead flat lay of small paper cards arranged as a 48 hour production calendar on a warm off-white Nordic studio surface with subtle burnt orange and deep ink accents

benchmarkMay 19, 2026

AI Content Production Speed: The 48-Hour Brief-to-Asset Bench

AI Vidia 2026 ai content production speed benchmark: 48 hour brief-to-asset calendar, 30 to 50 variants a week, two frameworks, proof from 48 brands.

11 min read

Editorial overhead flat lay of paper cards with CPM, CTR, and ROAS labels on a warm off-white Nordic studio surface, suggesting a 2026 AI creative benchmark report

benchmarkMay 18, 2026

AI Creative Benchmarks 2026: CPM, CTR, ROAS by Format

AI Vidia 2026 ai creative benchmarks 2026 across CPM, CTR, ROAS on Meta and TikTok. Two frameworks, proof from 48 brands, EUR 2.4M+ optimised.

12 min read

Editorial overhead flat lay of paper cards, a brass calculator, and small product cards on a warm off-white Nordic studio surface, suggesting a 2026 AI content production benchmark report

benchmarkMay 15, 2026

AI Content Production Statistics 2026: Benchmark Report

AI Vidia 2026 ai content production statistics: monthly variants, per asset cost, brand-safe pass rates, two frameworks, proof from 48 brands.

14 min read

Editorial overhead flat lay of a single LinkedIn ad mockup on a warm off-white Nordic studio surface with deep ink and burnt orange paper accents.

channel performanceMay 14, 2026

LinkedIn AI video ads in 2026: the B2B variant playbook

Linkedin ai video ads decide B2B pipeline cost in 2026. AI Vidia ships them for SaaS and consumer brands. The variant matrix, specs, and benchmark CPL data.

9 min read

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

Editorial overhead flat lay of a 5 by 7 grid of small paper cards with subtle orange and ink markings on a warm off-white Nordic studio surface, suggesting a creative testing matrix.

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

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

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

Editorial overhead flat lay of seven matte lens caps labeled Veo, Sora, Runway, Kling, Pika, Luma, and Wan on a warm off-white Nordic studio surface with burnt orange and deep ink accents.

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

Editorial overhead composition of a modular grid of paper swatches, thread reels, and a brass weekly planner on a warm white Nordic studio surface with burnt orange and deep ink accents.

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 12 months (and what worked)

The production line that moved AI Vidia from concept to 1,834 shipped AI videos in 12 months. Inside: the pipeline, the monthly volume curve, and three things the AI Vidia team would do differently from day one.

7 min read