u/Excellent-Salad398

Hey all,

Just wanted to say a genuine thank you to everyone who’s taken the time to comment, critique, and challenge the scoring so far! It’s been incredibly helpful.

A lot of the feedback around things like texture, bubbles, weighting, and what actually matters in a “good pour” has already started shaping how I’m improving the app.

I also reached out to the mods and have now been given the go-ahead to share it here properly, so for anyone who was asking:

Crema is now live.

It’s an app that scores your latte art and, more importantly, gives you coaching-style feedback on how to improve (judge’s summary, focus area, skill breakdown, etc.).

It’s still early, and honestly that’s why your input has been so valuable. If you do try it, I’d love to know:
- does the score feel fair?
- is the feedback actually useful?
- what would you change?

I’ll drop the link in the comments to keep things clean.

Appreciate you all 🙏

reddit.com
u/Excellent-Salad398 — 11 days ago

I’ve been working on something that analyses pours (symmetry, flow, contrast, etc.) and gives a score + feedback.

Tried it on this heart and it gave me 72.15 with feedback about the pattern being off-centre.

Curious what people here in this community think, does this seem fair or completely off?

(App name hidden/concealed to prevent self promoting, just want honest thoughts and feedback.)

I'll admit, it still has a ways to go for the feedback to feel a bit more personalised.

But would love to here all your thoughts! And maybe some thoughts on other metrics that I could use to help with the scoring.

u/Excellent-Salad398 — 12 days ago

I’ve been working on something that analyses pours (symmetry, flow, contrast, etc.) and gives a score + feedback.

Tried it on this heart and it gave me 72.15 with feedback about the pattern being off-centre.

Curious what people here is this community think, does this seem fair or completely off?

(App name hidden/concealed to prevent self promoting, just want honest thoughts and feedback.)

I'll admit, it still has a ways to go for the feedback to feel a bit more personalised.

But would love to here all your thoughts! And maybe some thoughts on other metrics that I could use to help with the scoring.

https://preview.redd.it/6mrkkxndxpyg1.jpg?width=1179&format=pjpg&auto=webp&s=e1246735ffeeb64afb77339459ad910e97858791

https://preview.redd.it/pm1ckjwdxpyg1.jpg?width=1179&format=pjpg&auto=webp&s=8d881672dea7c37f7a4a82ebdf984ff162c5590b

reddit.com
u/Excellent-Salad398 — 12 days ago