- Insights
How to Track Competitor Prices Automatically
A practical guide to automated competitor price tracking: choosing what to monitor, getting product matching right, setting a sane cadence, and turning price history into decisions instead of noise.
- Insights
AI Creative vs. AI Slop: It's the Training Data
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.
- Insights
The Death of Stock Photography: 18 Months In
Stock photography as a category has been in the slow part of a fast collapse since mid-2023. A look back at where the major libraries stood at the midpoint of 2025 — an assessment that has largely held since.
- Insights
The Resolution Bar in 2025: What the Tools Finally Reach
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.
- Insights
Black Forest Labs and the FLUX Model Drop
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.
- Insights
Why Generative Video Was Almost-There for Two Years Before Sora
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.
- Insights
Stable Diffusion, Midjourney, DALL·E: What Each Was Actually Good For in 2023
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.
- Insights
The Pope in a Puffer Jacket: When AI Broke the Cultural Default
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.