What 500,000 Brand Campaigns Taught Us About Creative That Performs
Patterns that emerge when you study half a million campaigns at once — composition, color, typography, and the briefs that produce the best work.
Long-form notes on AI creative, brand campaigns, print and OOH, and what 500,000+ campaigns reveal about work that performs.
Patterns that emerge when you study half a million campaigns at once — composition, color, typography, and the briefs that produce the best work.
Most AI image tools say high resolution. Then you try to put their output on a billboard. What 16 megapixels actually means, why CMYK is harder than it looks, and what survives prepress.
The quiet difference between AI tooling that helps your brand and AI tooling that holds it hostage. What ownership actually means in the AI creative market, and what to ask any vendor.
The visual gap between brand-grade AI creative and the slop flooding the internet has one cause. A look at how training data shapes output character — and why narrow, high-signal training beats vast and generic.
A walkthrough of a real campaign that went from brief to live out-of-home in two weeks with no shoot day. Day-by-day, with notes on what compressed and what stayed the same.
A year-end review of the questions that were live at the start of 2025 and what the year actually resolved about them. Some questions got answers; others moved into the next year unchanged.
The biggest change in AI creative tooling in 2025 was not in raw model capability. It was in everything that surrounds the model — production-readiness, workflow integration, rights, and the operational layer that brand teams actually depend on.
The AI shift produced two responses inside the agency world. Traditional agencies restructured around it; a new category of AI-native agencies emerged from scratch. A working read on what each looks like.
While the image side dominated the headlines, brand voice cloning quietly reached production maturity in 2025. A look at where it works, where it does not, and what brands are actually doing with it.
Producing one striking AI image is easy. Producing a hundred images that all look like they belong to the same brand is structurally hard. A look at what makes the consistency problem persistent — and what the working solutions look like in 2025.
Cannes Lions 2025 was the year the AI conversation stopped being about whether and started being about how. A working read of the festival's positions, panels, and award patterns.
Stock photography as a category has been in the slow part of a fast collapse since mid-2023. A working assessment of where the major libraries actually stand at the midpoint of 2025.
In February 2025, Christie's held the first major auction dedicated entirely to AI-generated art. The market signal was clear; the authorship question it surfaced has not been resolved.
The org-chart side of the AI shift is less covered than the tooling side. A working description of what changed inside agencies through 2024 — what roles disappeared, what roles emerged, and what the new shape looks like.
Tools that claim to detect AI-generated imagery exist but mostly do not work. The technical reasons they do not work, and what brand teams should rely on instead.
Through 2024 and into 2025, the resolution ceiling on AI image tools moved from 2-megapixel novelty output to production-grade 12-16 megapixel work. A working timeline of when each milestone landed and what it unlocked.
The EU AI Act became law in 2024 and began phasing into effect through 2025 and 2026. Beyond the trade-press headlines, what the act actually requires of brand teams using AI creative tooling.
Coca-Cola's 2024 holiday campaign updated the brand's iconic truck-driving-through-snow imagery using AI generation. The audience response was sharp and overwhelmingly negative. A specific look at why.
Through 2024, the major social and content platforms signed unprecedented training-data licensing deals with AI labs. The deals reshaped what "trained on the open internet" actually meant.
Audio is the quiet half of the AI brand creative conversation. A working read on where AI has reached production grade in branded audio — and where the human is still the value.
By late 2024, AI-generated imagery had appeared in major fashion publications in commercial and editorial contexts. The pattern of what was acceptable, what was not, and where the line moved is worth tracking.
Through 2024, generative music moved from research demonstration to production-grade output. Suno and Udio became the names that defined the category, and the implications for brand audio production became visible.
In 2023-2024, Klarna restructured its marketing operations around AI tooling and announced major workforce reductions tied to the shift. Eighteen months later, the picture is more complicated than the headlines.
In August 2024, Black Forest Labs released FLUX — a new open-weights image model from former Stable Diffusion researchers. The release reshaped what the open-source side of the market looked like for the rest of the year.
Spotify's 2023 Wrapped campaign introduced AI-generated personality categories — Vampire, Alchemist, Hunter — into the year-end ritual. The campaign won short-term engagement and left behind a useful lesson about personalization at scale.
While Sora dominated the headlines, Runway's Gen-3 Alpha shipped to actual users in mid-2024 and quietly became the most-used generative video tool of the second half of the year.
In June 2024, Toys R Us released a brand short produced with OpenAI's Sora. The reception was mixed. The strategic reading is more interesting than the reception.
In 2023, Wendy's rolled out a voice-AI drive-through system with Google Cloud. The most interesting marketing AI work of the period was not about creative — it was about operations.
From Runway Gen-1 in early 2023 to Sora's release in February 2024, generative video was a category that kept looking like it was about to break and never quite did. A look at why, and what changed.
Through 2024, the largest brands began building their own AI creative infrastructure rather than relying on third-party platforms. The pattern of who built what, and why, is instructive.
In 2024, Mango shipped a Sunset Dream collection campaign produced almost entirely with AI-generated models. The result was clean. The implications for e-commerce product photography were not.
Adobe's April 2024 Firefly Image 3 release moved the quality bar for ethically-sourced AI imagery into competitive parity with the open-corpus alternatives. What the inflection meant for brand teams choosing tools.
The three largest advertising holding companies spent 2023 announcing AI partnerships, products, and platforms. Two years in, what those announcements actually produced — and what they did not.
In February 2024, Google paused Gemini's image generation after the model produced historically inaccurate output. The episode taught the industry more about model fine-tuning failure modes than any case study from the previous year.
A working retrospective on the three dominant image-generation tools as they stood at the end of 2023. What each was actually useful for in brand creative production, and where each fell short.
The 2023 Hollywood strike ended with the most consequential AI labor agreement in commercial creative production. What it actually says, and why brand teams running their own talent need to understand it.
In November 2023, the Beatles released a new song built on a forty-six-year-old cassette demo. The technical story behind it is one of the cleanest cases for AI in creative production — and a useful counterexample to the slop conversation.
Marvel used AI to generate the opening title sequence of its 2023 series Secret Invasion. The artist community reacted with anger; the studio defended the choice. What the episode said about disclosure norms.
In March 2023, Levi's announced a partnership with Lalaland.ai to generate AI models for its e-commerce imagery. The backlash was instructive — not for the reasons most coverage suggested.
In April 2023, a fake Drake-and-Weeknd duet generated using AI voice synthesis went viral, charted, and then was pulled. The episode set the template for how labels, platforms, and artists would handle AI for the next two years.
In early 2023, Coca-Cola opened its archive to an AI co-creation platform. The campaign attracted criticism, but the structural decisions were ahead of where most brands have landed since.
The 2022-2023 stretch when major brands first tried AI image generation in real campaigns. What Heinz's 'Draw Ketchup' and the early adopters actually proved.
In March 2023, an AI-generated image of Pope Francis in a white Balenciaga puffer went viral. The episode taught brand teams more about generative imagery than any case study from the previous year.
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