Ask a video model for your bottle on a sunlit counter and you will usually get something close: the right colour, roughly the right shape, and a label whose letters swim as the bottle turns. For a brand, close is the problem. A viewer forgives a generated kitchen. A shopper who finds a different label on the shelf does not.

Commercials faced a version of this long before AI. Tabletop crews, the specialists who shoot food, drinks and packaged goods, spent decades learning to make a product look perfect while keeping it the product. Their rules are a good guide to what generated video can take over and what it should leave alone.

REC ONE PRODUCT, TWO SOURCES BRAND BRAND CAP REDRAWN LETTERS DRIFT PHOTOGRAPHED · EXACT SKU GENERATED · NO REFERENCE
Same product, two sources: the generated version keeps the idea of the bottle and loses its details.

Fake the milk, never the cereal

Delores Custer, a food stylist with more than 30 years in the trade, described her toolkit to NPR in 2010. Chicken is undercooked, then painted with angostura bitters, yellow food colouring and a dash of detergent for a roasted gloss. A perfect splash of milk might be sculpted acrylic or even Elmer’s glue. Cutlery that slides is held in place with mortician’s wax.

Drinks have their own kit. Atlas Obscura reported in 2015 that stylists use plastic ice when real ice melts too fast under the lights, and spritz glasses with corn syrup and water so the drops bead like condensation.

The item being sold is another matter. “It’s really important to tell everyone that it’s real food,” stylist Janine Kalesis told CNBC in 2014. In the same report, stylist Nir Adar said that working for Burger King, he had to sign a legal document stating he hadn’t altered anything.

The line has a history. In 1970, Britannica recounts, the Federal Trade Commission took action against Campbell Soup over a vegetable soup commercial whose photographers had put clear marbles in the bowl to push the vegetables to the surface.

A video model knows no such line. It repaints the whole frame, product included, so the cereal is as negotiable as the milk. The rules did not loosen for it: the UK’s Committee of Advertising Practice wrote in 2023 that its code applies “regardless of how the ad was created.” A generated scene can invent the counter and the morning light. What a shopper will compare with the shelf has to come from the real thing.

The hero is chosen, then documented

On a shoot, the hero is whatever is starring in the shot, in Atlas Obscura’s definition. Stylists earn it by selection. The Big Mac in a McDonald’s ad really is a Big Mac, NPR noted, assembled from the most photogenic of thousands of buns, patties and lettuce leaves.

In June 2012, McDonald’s Canada took on the question of why its food looks different in ads. In a video presented by marketing director Hope Bagozzi, a team rebuilt a Quarter Pounder with Cheese from the ingredients its restaurants use. As NPR reported, the condiments were moved forward in the frame, tiny holes in the bun were fixed and the cheese was retouched into an even melt. One burger took hours.

In AI work, the hero becomes a reference set: photographs of the exact SKU in its current packaging, with the right flavour, size and language version. Without it, the model returns its average bottle. In March 2025, Unilever said it builds physically accurate 3D replicas of its products holding “all its variants, labels, packaging and language formats” in one file, and credited them, by its own figures, with imagery made twice as fast at half the cost.

Macro, high speed and a robot that repeats itself

Tabletop cinematography stretches time and space. The Phantom Flex4K high-speed camera records 1,000 frames per second at 4K, according to its maker, so one second of a pour plays for about 42 seconds at 24 frames per second. Under a macro lens, a sesame seed fills the frame, and a centimetre of camera travel becomes a large move.

Hence the robot arm. Mark Roberts Motion Control’s Bolt, sold for “live-action or tabletop shoots,” reaches two metres, carries a 20 kg camera, moves it at up to 7 metres per second and repeats each programmed move precisely. Its maker says it goes from a standstill to full speed and back to a stop in fractions of a second, so a fast move can start and stop on cue. A crew can run the identical move several times and layer the passes, including a clean pass with nothing in frame for compositing. Rental house General Lift describes using such rigs to move the food or product and the camera “in concert.”

Generated video has no repeat button. The same prompt run twice gives two different moves, and a slow-motion pour comes out as a plausible liquid, not yours. A first or last frame, a motion reference from a real camera move, or a video-to-video pass over filmed footage narrows the drift without removing it. Anything that must match from shot to shot, starting with the product, is safer captured once and reused.

Lighting a label is its own job

Glass and print want opposite light. In a 2024 guide to wine bottle photography, Laurie Millotte of Outshinery recommends a soft source at 30 to 60 degrees so the highlight runs down the side of the glass, and a separate small, narrow source aimed at the label to keep the type crisp. “Fix the lighting for one and you usually break another,” she writes. Black cards and flags block unwanted reflections.

The label is where generated video is weakest. A benchmark posted on September 29, 2026, by Ziying Zhang and colleagues tested 11 video systems on 803 human-verified samples of on-screen text. Getting the words right and drawing each letter correctly proved to be separate skills. Text held best when generation started from a supplied image, and editing text inside existing video was the main bottleneck. So start from a real photograph of the product, keep moves around the label small, and treat any text the model writes on its own as wrong until someone reads it.

Film the product, generate the world

The safest hybrid splits the frame. The product is photographed or filmed for real, lit by someone who knows how to light a label, and the surroundings are generated around it. A compositor then matches what ties the two together: light direction and colour, lens perspective, the contact shadow under the product and the reflections in its glass. When those agree, the eye accepts the scene. When they don’t, the product looks pasted on.

Who owns each layer of a hybrid product shot

The product is captured; the world around it can be generated

Environment (counter, room, weather) : Generated around the productEnvironmentcounter, room, weatherGeneratedaround the productLight (direction and colour) : Matched to the product plateLightdirection and colourMatchedto the product plateContact shadow (and reflections) : Matched in compositingContact shadowand reflectionsMatchedin compositingProduct (label, logo, shape, fill) : Captured filmed or photographedProductlabel, logo, shape, fillCapturedfilmed or photographedGeneratedMatchedCaptured
Layers of a hybrid product shot and their source
LayerSource
Environment: counter, room, weatherGenerated
Light direction and colourMatched to the product plate
Contact shadow and reflectionsMatched in compositing
Product: label, logo, shape, fill levelFilmed or photographed from the exact SKU
Common practice when compositing a real product into generated surroundings. The background layer is generated; the product layer never is.

Some shots should stay fully captured. Anything that demonstrates what the product does, such as the head on a beer, the stretch of melted cheese or the texture of a cream, is a claim about the product and belongs to the product. So is a close-up meant to be read, and any shot that shows real size against a hand.

What to ask before you approve

Ask where every product pixel comes from: a photograph, a filmed plate, a 3D replica or a generation. Ask for the reference set of the exact SKU and check that it shows the current packaging and the right market version, French label included. Review the final cut frame by frame at full resolution, reading every letter of the logo, the label and the claims, and compare shape, fill level and colour with a unit taken off the shelf. Then ask which shots show the product performing. Those should be filmed with the real thing, the way the Big Mac in the ad is a Big Mac.

Sources

Gabriel Brien

Gabriel Brien

Founder of Crimson Spark Agency. AI filmmaker and creative technologist, writing from running this work daily.

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