One photo · Flash from the lens axis · Background falls away
Everyone recognises this look and almost every filter gets it wrong, because it is not a colour grade. It is what a small sensor and a flash mounted next to the lens physically do to a room.
Both of these are doing the same thing: the nearest surface is overexposed and everything behind it is gone. That falloff is the single most reliable test of whether the effect is real or just a warm grade. Every output is AI-generated, so treat these as what the effect aims at rather than results you will get back identically.

A candid frame where the flash flattens the subject and throws one hard-edged shadow directly behind. Nothing in the room more than a couple of metres back survives.
Try an indoor shot
The city lights smear into bokeh while the subject is lit hard and cold from the front. This mismatch between foreground and background colour temperature is very hard to fake by hand.
Try a night shotThe aesthetic is a stack of technical limitations, and you have to reproduce the limitations rather than the mood.
The early digital compact did several unflattering things at once. Its flash was weak but close to the lens, so it overexposed whatever was nearest and abandoned everything else. Its sensor was small and noisy, so shadows filled with coloured speckle. Its processing sharpened hard, leaving bright halos along high-contrast edges. Its white balance ran cool under flash, giving skin that slightly grey-magenta cast.
And its lens flared and fringed at the edges of the frame. Reproducing the look means reproducing that list — which is why the conversion is a physical simulation rather than a colour preset. One thing it deliberately does not change: the person, the pose and the clothing stay exactly as photographed, because the joke only works if the subject is modern.
Creative engine
Upload a photo, keep the default prompt, then check whether the background actually went dark.

The look depends on the flash beating the ambient light. Outdoors in the sun there is nothing for the flash to dominate, and the effect mostly disappears.

That orange burnt-in date in the corner is half the nostalgia for a lot of people, and it is optional rather than automatic.
The prompt carries the physics. Choosing the right source photo is what you control.
Somewhere the flash would have been needed. A brightly lit outdoor shot has nothing for the effect to work against and will come back looking almost unchanged.

The overexposed nearest surface is the anchor of the whole look. A subject standing far back gets lit evenly and the falloff never appears.

Ask for it or leave it out. It is the most recognisable single cue, and also the one most likely to look like a sticker if the rest of the effect is weak.

It has to fall directly behind the subject, not off to one side. A side shadow means the light was not simulated from the lens axis and the whole thing reads as a colour grade.

Four reasons people want their photos to look worse on purpose.
Modern phone cameras produce clean, evenly lit, heavily processed images. The flash look is legible as a rejection of that, which is most of its current appeal.
SocialThe aesthetic came from exactly these situations, so applying it to them is not a costume — it is putting the photo back in its native format.
EventsDirect flash has been a deliberate editorial choice for years now, because it flattens and confronts in a way soft light never does.
EditorialA story, a video thumbnail, a scrapbook. If the year matters, the camera of that year says it faster than any prop. If the year is the point, a 90s yearbook frame says it with a studio backdrop instead of a flash.
PeriodWhat people check before running a photo through it.
Almost certainly because the source was shot in bright even light. The effect depends on flash overpowering the ambient, so there has to be ambient worth overpowering. Use an indoor or night photo.
No, and the difference is checkable in one place: the background. A colour grade keeps the room evenly lit and shifts the hue. This drops everything a few feet back toward black and throws a hard shadow directly behind the subject.
Yes, ask for it. It is off by default because it is the most obviously fake element when the rest of the effect is weak — get the flash and falloff right first, then add it.
It changes how you are lit, not who you are. Hard frontal flash flattens features and blows out the nearest skin, which is unflattering by design. Your face, pose and clothing are untouched.
Ask for it if you want it. It happens for the same reason as everything else here — the flash sits next to the lens — so it is period-correct, but plenty of people find it a step too far.
Only in your own history, so you can compare the two or go back to the original. Both travel over HTTPS, neither is used to advertise, and deleting the result removes the upload with it.
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Pick an indoor or night photo, keep something close to camera, and check that the shadow falls straight behind — or try instant film instead.