Bria FIBO 2.0 Review: Image Generation and Editing Test
Bria FIBO 2.0 handled product photos well, but often translated Polish text in images into English. See the image, editing and Lite test results.
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Bria FIBO 2.0 handled product photos well, but often translated Polish text in images into English. In this API test, dated October 24, 2026, I compared image generation, editing and the cheaper Lite variant. The key choice depends on the task: a photograph without text and a poster with exact Polish wording are two different use cases.
Method: API test conducted on October 24, 2026. For each task, the same prompt or input image was compared using settings supported by the model. Scores on a 0-10 scale come from recorded visual assessments; costs come from API responses. Reviewing selected examples does not replace a repeatability test.
Product photography vs. text in images
A 2048 x 2048 packshot of an olive oil bottle scored 9/10. With no label or long text, the model could focus on the lighting, glass and marble. The “Autumn Sale -30%” banner was different: the output showed the English words “Autumn sale” instead of the Polish wording. That makes it unsuitable as a finished banner for a Polish campaign, even if the composition looks convincing.
Does adding “do not translate” help?
One workaround was to give the model an English instruction asking it not to translate the text. The Polish wording remained on the banner, but it contained a typo. The poster and menu were still in English. I would not present this setting as a solution: the examples show a limitation to account for before choosing a model.
FIBO Edit and the Lite variant
FIBO Edit preserved local elements when changing the countertop and time of day, but it could also translate added text. It interpreted objects loosely too: a fishing hat was treated as a regular hat. In these tests, Lite cost $0.036, compared with $0.04 for the full variant, and scored lower. The small saving may not make up for having to fix an unsuccessful result.
How to interpret the cost and limitations
The amounts come from API responses dated October 24, 2026, not from an official Bria price list, and they do not describe a subscription. In these tests, both 1024 x 1024 and 2048 x 2048 generations cost $0.04. This result should not be generalized to every configuration. This test is not a legal analysis of the licence and does not establish that every output can be used commercially without restrictions.
Which model I’d choose for each task
For a packshot without lettering, review the example below and check the product details. For a Polish-language ad, it may be better to generate the background alone and add approved text separately. If your project needs text directly in the image, compare the results from GPT-Image 2.5 and Ideogram too. This recommendation is based on specific samples, not a guarantee about the next generation.
Results for every variant in this test
| Model | Score /10 | Avg. cost USD | Avg. time (s) |
|---|---|---|---|
| bria-fibo-2-0-edit | 7 | 0.04 | 14.9 |
| bria-fibo-2-0 | 6 | 0.04 | 24.7 |
| bria-fibo-lite | 4.5 | 0.036 | 11.6 |
Examples without text corrections
Prompts used in the tests
Translated from the original Polish test prompt; the translated wording below was not retested.
Tea shop website banner: green tea leaves, a glass teapot and a cup on a light background, with the large text “Autumn Sale -30%” on the right.Translated from the original Polish test prompt; the translated wording below was not retested.
Product photograph: an unlabeled bottle of olive oil on a marble countertop, an olive branch, soft natural daylight, premium catalogue style.Translated from the original Polish test prompt; the translated wording below was not retested.
Minimalist photography exhibition poster, navy-blue sea and bright sky. Text: “Light of the Baltic”. Below: “Gdańsk, November 3-30”.Translated from the original Polish test prompt; the translated wording below was not retested.
Scandinavian living room in a post-war prefabricated apartment block, renovated: light wood, grey sofa, plants, afternoon sun, interior photography.Translated from the original Polish test prompt; the translated wording below was not retested.
A plate of pierogi ruskie (potato-and-cheese dumplings) with fried onion and sour cream on a linen tablecloth, food photograph from a 45-degree overhead angle.Sources
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