AI image generation isn't a gimmick anymore. For creators, small businesses, and agencies, it's becoming the sketchpad, the studio, and the design intern rolled into one. At Acalytica, we've been watching how our community uses this tool and the data tells an interesting story.
The scale
Over the last 8 months, our users generated 568 images. That might sound small in the age of billions of selfies, but these weren't random clicks. They were strategic: logos, campaign tiles, packaging visuals, maps, and quick concept boards. 66 unique users got involved, showing this isn't one niche group but a spread of creators and agencies testing what's possible.
The speed
Patience is a tax on creativity. Luckily, the system holds up:
- Median generation time: 14.6 seconds
- 90% of images: under 20.6 seconds
- Fastest image: just over 5 seconds
That's quick enough to sketch an idea mid-meeting and have something ready before the coffee's finished pouring.
The creative flavours
The most popular canvas size is 1024×1024, the sweet spot for speed and shareability. Square images are currency for social feeds, and the data reflects that.
On style, "unspecified" is the accidental winner (many users leave defaults), but when people do choose, 3D render, contemporary, and cartoon dominate. Lighting matters too: golden hour, studio, and warm tones rank high. It's not hard to see why, brands want vibrant, polished, recognisable outputs that stand out on crowded timelines.
The language of prompts
Prompts are where human intent meets machine execution. Ours are short and sharp:
- Median prompt length: 11 tokens
- Top words? "logo", "background", "business", "people", "scene", "map".
In other words, people are asking the AI to do real work, not just play. Logos for businesses, maps for reports, social backgrounds, and branded visuals. The fun is there (anime, cyberpunk, donuts), but the heartbeat is practical marketing assets.
The big lesson
AI image generation isn't replacing designers. It’s speeding up the boring parts: the first draft, the test visual, the placeholder asset. A designer still sharpens the vision, but now they start at step five instead of step one.
For creators and agencies, the trick is simple:
- Pick a style and lighting setting, it stabilises quality.
- Stick to square 1024×1024 for speed.
- Iterate in small hops, tweak one variable, don’t shotgun ten.
- Avoid fuzzy asks ("make it beautiful"). Be concrete ("modern gradient backdrop for ecommerce hero").
Why it matters
Every second and every rand saved in content creation adds up. Faster visuals mean more campaigns tested, more ideas prototyped, and less dependency on long feedback loops. For South Africa's hustling creators and agencies, that's not a luxury, it's leverage.
Ready to try? Jump into Acalytica's AI image tool, start with a logo or a product render, and see how fast your ideas take shape.
