Can AI render condensation and ice realistically?

Better than its reputation suggests. The common wisdom is that liquid physics like condensation is where AI image models break, but in this test all four models produced believable droplets, beading, and ice on a cold can. Seedream 4.5 and FLUX.2 Pro rendered the most convincing condensation. It is no longer the automatic failure point it is made out to be, at least for a clean drink shot.

What is the best AI model for drink and beverage photos?

For the hero shot, Seedream 4.5 made the most dynamic, premium macro at the lowest cost. For pure material realism, the metal can and clear ice, FLUX.2 Pro was the most photorealistic, which matches its reputation for material fidelity. Nano Banana 2 is the balanced all-rounder and GPT Image 2 is clean with a cooler grade.

Which model is best for material fidelity like metal cans and glass?

FLUX.2 Pro, in this test. Its brushed-aluminum can and clear, bubble-flecked ice cubes were the most photorealistic of the four, confirming the claim that FLUX leads on material rendering. If your product is about a convincing metal, glass, or plastic surface, it is worth testing FLUX first.

Should I use AI for prepared food too, or just drinks?

Drinks and packaged goods (cans, bottles, pouches) are the safer bet today, as this test shows. Prepared food adds harder problems, steam, oil sheen, the appetizing texture of cooked items, where models are more likely to hallucinate. Start with packaged beverages, and test prepared dishes carefully before you trust them.

Is AI cheaper than a beverage studio shoot?

By a wide margin. Drink photography normally needs careful lighting and timing to fake fresh condensation, often a meticulous studio setup. A model call costs cents and returns the cold, beaded look in seconds. The studio still wins for a flagship hero, but for catalog and social volume AI is the clear choice.

Best AI for Food and Beverage Product Photography in 2026 (The Condensation Test)

Drink photography is supposed to be the category that exposes AI. The hard parts are not the packaging, they are the physics: the beads of condensation on a cold can, the way light passes through ice, the run-off pooling on the surface. Liquid dynamics are the thing tool marketing loves to say current models handle poorly. So I tested exactly that, the same cold can, four models, and judged the condensation first.

The surprise: all four handled it well. The droplets were believable on every one, the cold-metal look read as cold, and the real separator turned out to be material fidelity, not the water. This is the food and beverage entry in our product-photography series, alongside the skincare, jewelry, supplements, makeup, footwear, candles, clothing, and furniture tests and the broader best AI image model for product photography roundup.

Quick answer

Condensation is not the weak spot anymore. All four models rendered convincing droplets and ice on a cold can. Seedream 4.5 and FLUX.2 Pro were the most realistic.
Best hero shot: Seedream 4.5, a dynamic, premium macro at the lowest cost.
Best material: FLUX.2 Pro. Its metal can and clear ice cubes were the most photorealistic, living up to its material-fidelity reputation.
Caveat: this is a clean drink can. Prepared food (steam, oil sheen) is still harder.

The test, model by model

One brief, four models: a cold drink can covered in fresh condensation, ice cubes, on wet slate. Judged on droplets, the cold-metal material, and the ice.

Cold drink can generated by Seedream 4.5 with realistic condensation, lying on slate with a frosty ice cube — Seedream 4.5 (~4.8 credits): the best hero. A dynamic side-lying macro with the most realistic condensation, beading and run-off, sharp pull-tab detail, and a frosty ice cube. Premium look at the lowest cost of the photoreal options.

Seedream 4.5 made the most photographic image again, a dynamic macro of the can on its side. The condensation is excellent, varied droplet sizes with believable beading, and the frost on the ice cube is a nice touch. For a hero or PDP lead, this is where I would start.

Cold drink can generated by FLUX.2 Pro standing upright, the most photorealistic metal and clear ice — FLUX.2 Pro (~3.6 credits): the best material fidelity. The brushed-aluminum can and the clear, bubble-flecked ice cubes are the most photorealistic of the four, confirming its reputation for material rendering. Cheapest, clean editorial.

FLUX.2 Pro is the one to reach for when the material has to be convincing. Its aluminum can surface and, especially, its clear ice cubes are the most realistic in the test, the ice actually reads as solid, bubble-flecked ice rather than glassy blobs. This matches what FLUX is known for, material and surface fidelity, and it was the cheapest model here.

Cold drink can generated by Nano Banana 2 with condensation and ice cubes on dark wood — Nano Banana 2 (~9.3 credits): the balanced all-rounder. Believable condensation across the can, a cold-metal look, and clean ice cubes. Nothing flashy, nothing broken.

Nano Banana 2 gave a clean, balanced result: good condensation, a believable cold can, and well-formed ice cubes. The same dependable middle it has shown across this series. A safe default for catalog drink shots.

Cold drink can generated by GPT Image 2 with condensation and crushed ice in a cool blue grade — GPT Image 2 (~26.4 credits): clean, with a cooler blue grade and crushed-ice styling. Convincing condensation; the priciest of the four.

GPT Image 2 produced a clean can with believable condensation and a cooler, blue-leaning grade with crushed ice around the base. Good, just the most expensive option, and not visibly better than the cheaper models for this particular shot.

The comparison

Model	Condensation	Material (metal + ice)	Hero look	Rough cost/image
Seedream 4.5	Best, realistic	Strong	Best, dynamic macro	~4.8 credits
FLUX.2 Pro	Strong, clean	Best, most photoreal can + ice	Editorial	~3.6 credits
Nano Banana 2	Believable	Good	Balanced	~9.3 credits
GPT Image 2	Believable	Good	Clean, cool grade	~26.4 credits

Credit costs are first-hand from this test on Masonry; rates move, so check current pricing.

What this test actually shows

Two things, and the second is the useful one.

First, the easy headline: condensation is no longer the automatic failure it is made out to be. Tool marketing leans hard on "AI cannot do liquid physics," and for a clean drink can in 2026 that is mostly outdated. All four models produced beads, run-off, and cold-metal sheen that would pass on a product page.

Second, and more useful: the real separator was material fidelity, not the water. Once every model can do the droplets, the question becomes which one makes the can look like real brushed aluminum and the ice look like real ice. That is where FLUX.2 Pro pulled ahead, and it is the kind of difference you only see by testing the same product across models rather than trusting one. It is also a reminder that "best model" is shot-specific: Seedream won the hero composition, FLUX won the material, and for your actual product one of those will matter more.

A caveat worth keeping: this is a clean packaged beverage. Prepared food is a harder frontier, steam, oil sheen, and the appetizing texture of cooked dishes give models more room to hallucinate. Treat drinks and packaged goods as production-ready, and prepared food as test-first.

How to shoot your drink line without a studio

Start from a clean reference of the real can or bottle. Run the same scene across two models, because the one that nails your condensation may not nail your exact can finish. Judge up close: are the droplets varied and natural, does the metal read cold, does the ice look solid. With the Masonry CLI you can fire the same drink prompt at every model from one command and compare, which is how the four images above were made:

Prompt

masonry image "cold drink can with fresh condensation, ice cubes, wet slate, cool studio light" --model seedream-4-5 masonry image "cold drink can with fresh condensation, ice cubes, wet slate, cool studio light" --model flux-2-pro

The bottom line

Drink photography turned out to be a category AI is genuinely ready for: every model handled the condensation that was supposed to break it, and the choice came down to look and material, Seedream for the hero, FLUX.2 Pro for the most convincing metal and ice. Test your actual can across two before you commit, and keep prepared food on a tighter leash. Run yours from one place with the Masonry CLI, or see the full series in our best AI image model for product photography roundup.