When we were building Picster, one of the earliest decisions we had to make was how the featured queue would work. The obvious answer — the one every platform seems to reach for — is an algorithm that surfaces whatever is getting the most clicks, saves, or purchases. We decided against it, and it is worth explaining why.
Algorithms optimise for the wrong thing
An engagement-based ranking system is not neutral. It compounds existing popularity. Work that already has an audience gets shown to more people, which grows its audience further. A photograph uploaded yesterday by someone with no followers starts at zero and the system has no reason to ever surface it.
There is also a subtler problem: engagement signals measure what people clicked on, not what was worth clicking on. Bright colours, familiar subjects, and safe compositions tend to win. Quieter, stranger, or more considered work tends to lose — even when it is technically and artistically stronger.
What our curator actually looks at
A real person reviews submitted work before anything enters the featured queue. The criteria are not secret or complicated: technical quality, compositional intention, and whether the piece offers something that is not already well represented in the queue at that moment.
That last point matters. If we already have six moody urban night shots featured this week, a seventh technically excellent moody urban night shot might wait. Variety is a quality in itself, both for buyers browsing the marketplace and for artists who deserve a fair look.
This process is slower than an algorithm. It does not scale infinitely. We accept that.
How this connects to the rest of how Picster works
The featured queue is not a paid placement. You cannot buy your way into it with credits. Credits on Picster cost €0.15 each — they are used by buyers to purchase work, with prices in other currencies such as AUD converted from the Euro at the live exchange rate. The credit system is a purchasing mechanic, not a promotional one.
Artists keep 50% of every sale. That commission is flat and does not change based on how much you have sold or whether you have a subscription — there are no subscriptions. Buyers top up credits when they need them, artists request payouts directly from their in-app wallet whenever they want.
The point is that the financial structure is already as simple and direct as we could make it. The curation philosophy follows the same logic: keep the incentives clean, do not let money distort what gets seen.
The honest limitation
Human curation means the queue moves at a human pace. It means occasional inconsistency — no two people see every image exactly the same way. If your work is not featured yet, it may simply be a matter of timing or queue saturation in your category, not a judgment on the work itself.
You can resubmit. You can ask us directly why something was passed over. That conversation is possible in a way that arguing with a ranking formula is not.
That is roughly the trade-off we made, and we think it is the right one.
