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Stars vs flags: one of them is quietly tripling your cull time

Osmel Contreras · Founder, Kepla · June 23, 2026 · 6 min read
A bride walking the aisle
Culling & AI

Somewhere in your catalog there's a shoot where half the frames are 3 stars, a quarter are 4, and you no longer remember what the difference meant. That's not a discipline problem. It's a system problem, and the fix is embarrassingly simple: stop grading, start sorting.

01 · THE CASE AGAINST STARS (FOR CULLING)

Five stars is five decisions per frame

The 1 to 5 scale feels professional: nuanced, granular, serious. But watch what it makes your brain do on every single frame: place this image on an absolute quality ladder, calibrated against every photo you've ever taken. Is this a 3 or a 4? You'll deliberate that boundary hundreds of times per shoot, and the boundary itself drifts as you go: your 3 at frame 200 is not your 3 at frame 2,000.

Perception research points at why: humans are much better at comparative judgments ("this one, of these two") than at absolute ones ("this is a 7 out of 10"). A star scale demands absolute grading thousands of times in a row; a flag asks one comparative-flavored question, does this frame make the gallery or not, that you can answer in a beat.

There's a second cost. Research on decision fatigue suggests choice quality degrades as decisions stack up. A five-way choice fatigues faster than a two-way one, which is partly why star-based culls end with the infamous mid-catalog mush: everything's a 3 because 3 is what a tired brain presses. (More on the psychology in why picking photos is so hard.)

The deeper issue: during a cull, the star information is unused. The client gallery doesn't care whether a selected photo was a 3 or a 4. It ships either way. You're paying extra seconds per frame to record a distinction that has no downstream consumer.

02 · THE BINARY PASS

Flags: one question, one keystroke

The flag system asks the only question the cull needs answered: in or out. In Lightroom that's P for pick, X for reject, and with auto-advance on, your hands never leave the keyboard: the frame appears, you answer, the next frame appears. No deliberation about degrees. (Setup details in the Lightroom culling workflow; the full key-by-key flow is in the keyboard-only cull.)

Two rules make binary culling actually fast:

This is also the shape AI culling has converged on: tools make an in/out recommendation, you approve or overrule. Nobody built a robot to argue about 3 versus 4 stars, because the distinction was never load-bearing.

03 · WHEN STARS EARN THEIR PLACE

Stars are for purpose, not quality

None of this means stars are useless. It means they belong after the cull, applied only to picks, where each level maps to something you'll actually do with the image. Grading 3,000 frames is madness; tagging a few dozen standouts among your picks takes minutes and pays off at delivery time.

MarkingMeansDownstream use
Reject flag (X)OutFiltered away; deleted per your retention policy
Pick flag (P)DeliversThe edit set and client gallery
3 starsHighlightExtra editing attention
4 starsSneak peekSame-week preview, blog, socials
5 starsPortfolio-gradeAlbum spreads, website, competitions

Every level now has a consumer: the filter bar builds your sneak-peek set in one click, album pre-designs start from the 5s, and your portfolio refresh is a saved search instead of an archaeology dig.

One system, everywhere, forever

Whatever scheme you pick, the compounding win is consistency. Write your marking key down in one sentence and use it on every shoot: five years from now, "show me 5 stars from 2026" should mean the same thing as it does today. Note that star ratings live in standard XMP metadata and travel between apps; flags are largely app-specific and may not survive a move between programs. A practical reason to let flags do the temporary work of the cull and let stars carry the meaning that needs to persist.

04 · THE HYBRID IN PRACTICE

The whole system in four steps

  1. Sweep pass: reject the obvious kills, blinks, blur, misfires, at speed.
  2. Pick pass: flag your selects, default-to-reject, auto-advance on. In or out, nothing else.
  3. Star pass (picks only): a fast scroll through survivors tagging 3s, 4s, and 5s by purpose.
  4. Filter and go: picks to editing, 4+ to the sneak peek, 5s to the album shortlist.

The star pass touches a fraction of the shoot, so it barely registers on the clock, while the binary passes run at full keyboard speed. It's the marking backbone of every fast method we teach, from the two-hour wedding cull to the complete culling guide. And it kills the mistake that wrecks most culls, rating everything 1 to 5, which sits at number four in our culling mistakes list for a reason.

05 · COMMON QUESTIONS

FAQ

Should I use stars or flags for culling?

Flags for the cull, stars after it. The first pass through a shoot is a binary decision, deliver or don't, and flags answer exactly that question with one keystroke. Stars come in later, applied only to the picks, to mark purpose: sneak peek, album candidate, portfolio.

Why is a 1 to 5 star scale slower for culling?

Because it forces an absolute judgment on every frame, is this a 3 or a 4?, and humans are measurably worse at absolute grading than at simple comparative calls. The boundary between adjacent star levels is fuzzy, so you burn seconds deliberating distinctions that don't change what gets delivered.

What do the star levels mean in a hybrid system?

Stars mark purpose, not quality. A common scheme after a flag-based cull: no stars = deliver as normal, 3 = highlight worth extra editing attention, 4 = sneak-peek and blog candidates, 5 = portfolio and album spreads. Because stars only touch the picks, the star pass is short.

Do flags and stars transfer between apps?

Star ratings are part of the XMP metadata standard and travel well between Lightroom, Bridge, Capture One and most culling tools. Flags are more app-specific and may not survive a move between programs, one more reason to treat flags as a working tool for the cull and let stars carry the meaning that needs to persist.

FOUNDING COHORT · 100 SEATS

Never cull alone at 1 AM again.

Kepla for Mac clears the obvious misses from a card, names the reason on every frame it sets aside, and leaves the choosing to you. Nothing is ever deleted, moved or renamed. Free through the private preview · the first hundred photographers keep it at $99 a year.

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