Nano Banana Pro for Product Cards: What Works and What Doesn't After Hundreds of Generations

In July 2026, Habr published a write-up of a months-long test of Nano Banana Pro, Google's image generation model. The author ran several hundred generations to find out whether it can realistically replace studio photography for product cards, brand illustrations, and social media visuals.

What is Nano Banana Pro

Nano Banana Pro is an image generation model from Google built on Gemini (its official name is Gemini 3 Pro Image). It can produce photorealistic shots and handle composition and on-image text, which is what makes it a candidate to replace part of studio photography. The author used the Pro version in the test.

Why replace a studio with a neural network

The main reasons are cost and turnaround time. By the author's calculations, a studio shoot costs 25 000–44 000 ₽ for 50 shots, and the price comes with about a week of waiting. For a business that needs visuals constantly, this is not a one-off expense but a recurring one: every new batch of product cards or creatives runs into the same budget and the same deadlines.

• Cost of a studio shoot: 25 000–44 000 ₽ for 50 shots
• Wait time for finished shots: about a week
• Scale of the test: several months and several hundred generations
• Tool: Nano Banana Pro, Google's image generation model
• Tasks: product cards, brand illustrations, social media visuals

That is why the author set out to evaluate generation seriously: if Nano Banana Pro covers even part of these tasks, the savings on each batch of 50 shots add up to tens of thousands of rubles.

What exactly the author tested

The author tested Nano Banana Pro on three practical tasks: product cards for marketplaces and online stores, brand illustrations, and images for social networks. The goal was practical, not an experiment for its own sake: to set up a steady flow of visuals without hiring a photo studio.

The test ran for several months, not a couple of evenings, and produced several hundred generations along the way. A volume like that makes it possible to separate lucky one-off results from consistent output that can be put into production.

Why this matters for business

Nano Banana Pro and similar models move image generation from demo territory into the working-tool category. For small businesses and content teams, the math is concrete: if a neural network covers even part of the shoots, the savings on each batch of 50 shots come to tens of thousands of rubles and a week of lead time.

The author deliberately avoids an advertising tone and promises to show not only the successes but also the failures: where generation still falls short of studio quality and where live shooting remains unavoidable.

«Several months, several hundred generations — honest conclusions without marketing», — the author of the

Habr article.

How much can be saved

The savings on a single batch reach 44 000 ₽ and roughly a week of time. With regular publication of product cards and creatives, studio costs recur every month, whereas moving part of the work to generation removes both the money and the time bottleneck: no paying for every shoot and no waiting a week. That is the hypothesis the author tested over several months.

What this means

Image generation is no longer a toy; it is becoming a line of savings for anyone who regularly orders photo shoots. The author breaks down the full picture, where Nano Banana Pro actually replaces a photo studio and where it does not, with concrete examples in the article itself.