Insights · 29 pieces

Production notes from the studio.

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

benchmarkMay 21, 20269 min

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.

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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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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