Is BeanScore the Vivino for Coffee?

"Is it basically Vivino for coffee?"

It's one of the quickest ways to explain BeanScore, and honestly, the comparison makes sense. Vivino turned wine from something intimidating into something you could search, rate and remember. You try a bottle, you rate it, and next time you're stood in front of a wall of labels you've got something to go on.

Coffee deserves that too.

The longer I've spent building BeanScore though, the more obvious it's become that copying the model straight across wouldn't work.

What the comparison gets right

Keeping a record of what you've tried is more useful than people expect. Memory is terrible at this. You'll drink something brilliant in March and by June you can't remember the roaster, the origin, or why you liked it in the first place.

Every rating fixes a bit of that. You can look back at what you enjoyed, compare one coffee against another, and slowly build a clearer picture of your own preferences. That's exactly the behaviour BeanScore is designed to encourage.

Where it gets complicated is what you do with those ratings.

Five stars doesn't mean five stars for you

Coffee is personal in a way that makes a single score quite blunt.

One person wants acidity, florals and fruit. Someone else wants chocolate, caramel and body. Both coffees can be excellent, and neither person is wrong. Average them together and you get a number that describes nobody.

So BeanScore isn't trying to rank every coffee from best to worst. The more interesting question is whether a coffee suits your palate.

That's what Taste DNA is for. Your ratings feed a profile built from the patterns in the coffees you enjoy. A community score still tells you whether people generally rate something highly, and Taste DNA answers a different question on top of it.

Does this look like something you'd enjoy?

There's a second problem with ratings, and I think it's the more interesting one. You can agree with the crowd that a coffee is a four or a five, and still never buy it again. Those are completely different questions. Plenty of coffees are objectively very good and just aren't for you.

So BeanScore takes both signals. What you scored it, and whether you'd actually buy it again. As far as I know nobody has done that before, and it makes a real difference to how accurate your Taste DNA gets.

Whose five stars, though?

Here's the bit that used to properly annoy me. I'd go online before buying a bag and read dozens of five star reviews, and I'd be sat there thinking: right, but how did you brew it? What kit have you got? How long have you been drinking this stuff, and what else have you tried?

Without any of that, a five star review is just a stranger being enthusiastic at you.

Surely I'm not the only one. BeanScore closes that gap too. You can see what someone else has tried, which tells you pretty quickly whether their taste has anything to do with yours, and whether their review is worth trusting.

Coffee also moves a lot faster

Then there's the other difference, and it's a big one. Coffee doesn't sit still.

Roasters rotate through seasonal lots, bags sell out, new harvests land, and a coffee you loved in the spring might be gone by the time you go back for it. Wine has vintages, but a wine tends to stay a recognisable product for years. Specialty coffee is far more temporary than that.

Which means coffee discovery can't just be a big historical database. It has to know what's actually available right now. That live layer is a core part of how BeanScore is built.

So, is BeanScore the Vivino for coffee?

As shorthand, absolutely. It gets you surprisingly close in one sentence.

The ambition is a bit different though. BeanScore takes the useful part of logging and rating, then builds discovery around your taste, whether you'd buy a coffee again, who you can trust, the coffees that are actually active, and the independent roasters doing the interesting work.

A Vivino-style discovery layer for coffee, built around your taste rather than the crowd's.

Rate five coffees and see what it gives you. It's free.