Recommendations from what you actually smoke
Built from what you have actually rated, not from a list everyone else sees. On the web, once you have rated a few cigars, they also show how well they match your taste, with the reason.
Get your recommendationsHow it works, plainly
Three things happen, and none of them is a hidden model. The cigars you rated well get matched against the catalogue on their attributes — wrapper, origin, strength, body and brand. On the web, the flavour families you record in your tasting notes count too. And your ratings get compared against other members' ratings, so cigars that members with overlapping taste rated well get surfaced as well.
On the web, once you have rated a few cigars, the cigars you browse show a match score for you where there is something honest to say, with the reason written out beside it. That's the whole mechanism: attribute matching, on the web your flavour profile too, and a comparison against similarly-rated members. Nothing you can't reason about, and no part of it that is not built from something you did.
Why your history beats a popularity list
A top-ten list is the same for every visitor, and it describes the average smoker — who does not actually exist. If you consistently rate Connecticut shades poorly and full-bodied maduros highly, a popularity list has no way to know that. It just keeps recommending the same generic middle of the catalogue.
Your ratings are specific to you. The more of them there are, the further the recommendations move away from generic and toward what you've actually shown you like.
What it reads
The engine looks at a defined set of inputs from your journal, not your entire account history.
- Cigars you've rated, and how you rated them
- The wrappers you favour — the leaf type, and separately the country that wrapper comes from
- Strength and body preferences
- The brands you keep returning to
- On the web, the flavour families you record in your tasting notes
- On the web, how members whose ratings track with yours rated the same cigars
What it leaves out
Cigars you have already logged are taken out. A recommendation you have smoked is not a recommendation, whichever way you rated it.
So are one-off customs. A shop roll somebody logged is not something you could buy, so it is never suggested to you.
And on the similar-taste half, only other members' public entries count. A private entry never surfaces its author to anyone, directly or through a cigar it caused to be recommended.
A match score, with the reason beside it
On the web, signed in and once you have rated a few cigars, a cigar's page and your recommendation lists show how well it fits you as a percentage, with a short reason in plain words — the wrapper you rate well, the brand you keep coming back to, how many members with your taste rated it highly. Where a cigar is neither a clear fit nor a clear miss, the percentage is left off and the reason stands alone, because a score near the middle says nothing useful.
Where there is nothing honest to compare, nothing is shown, rather than a made-up number.
The lists: For You, Similar Users and Explore
On the web, the catalogue's Browse menu has three. For You is built from the attributes and flavours you rate well, with a Stretch pick mixed in now and then. Similar Users is built from members whose ratings track with yours. Explore does the opposite of the other two on purpose — a wrapper you have never tried, a strength outside your usual — because a profile built only from what you already like narrows until nothing new gets in.
Until you have logged enough for For You to say anything specific, it shows what is Popular with members, labelled as exactly that. It switches to picks built from your own ratings as you log and rate.
Separately, every cigar's page lists the cigars closest to it, which works whether or not you have logged anything.
Stretch picks
On the web, a Stretch pick is a cigar outside both your usual wrapper and your usual strength that members rated very highly — members with your taste where there are enough of them, members in general where there are not. It is marked as a Stretch pick and says why it was chosen.
On the web, as you log and rate, they start to appear in For You. With too little to go on there are simply none, and the list is made up of matches instead.
Try next, your palate, and members with your taste
On the web, in your journal's Insights, Try next lists the cigars most worth smoking next, each with its reason. Your palate draws a radar of the flavour families you taste most, What changed shows where your taste has moved, and Discoveries are small facts read back from your own entries.
On the web, Members with your taste is the other side of it. As you log and rate, the Community's People tab can list members whose public ratings line up closely with yours, and a cigar's page can tell you how those members rated it. Only other members' public entries count towards that, and a match needs enough ratings on both sides, so it appears as you build a history rather than on day one.
It gets better as you log
The first few entries move it further than the hundredth will. A handful of ratings is already enough for the attribute half to have something to match on, and the picks visibly stop being generic.
From there it keeps sharpening. We would rather say that plainly than promise pinpoint accuracy on your first session, which would not be true of any system built on data it does not have yet.
You are not locked in
Recommendations are a starting point, not the only way to find a cigar. Browsing, filtering and searching the catalogue directly is always available, whether or not you've logged a single entry.
Common questions
- How does Cigar Vault decide what to recommend?
- By matching the attributes of cigars you rated well — wrapper, origin, strength, body and brand — against the catalogue, and by looking at what members with similar taste to yours rated well. On the web it also counts the flavour families you record, and once you have rated a few cigars, they show how well they match you, with the reason beside it.
- Does it use AI?
- No. It's attribute matching, on the web your flavour profile too, and a comparison against similarly-rated members, built from your own ratings — not a machine learning model.
- What does the match score on a cigar mean?
- On the web, it is how well that cigar fits what you have rated and recorded, with the reason in plain words beside it — the wrapper, the brand, or how members with your taste rated it. When a cigar is neither a clear fit nor a clear miss, the percentage is left off and only the reason shows. If there is nothing to compare, no score is shown.
- What is a Stretch pick?
- On the web, a cigar outside both your usual wrapper and your usual strength that members rated very highly, marked as a Stretch pick with the reason it was chosen. It appears in For You as you log and rate; with too little to go on there are none.
- What is Members with your taste?
- On the web, a list of members whose public ratings line up closely with yours, in the Community's People tab, and a line on a cigar's page showing how they rated it. It builds up as you log and rate, counts other members' public entries only, and shows nothing until there are enough ratings to match on.
- How many cigars do I need to log first?
- Fewer than you would think — a handful of rated entries is enough for the attribute matching to have something to work with, and the picks sharpen from there.
- Will it keep suggesting the same kind of cigar?
- Only if you stay in For You (on the web, a Stretch pick is mixed in now and then). Explore is the deliberate counterweight — it picks wrappers and strengths outside your profile rather than inside it — and Similar Users draws from other members' ratings rather than your own.
- Are cigars I have already smoked recommended back to me?
- No. Anything already in your journal is excluded, and so are one-off custom cigars nobody else could buy.