Most tasting notes are written to sound beautiful. If you want an AI assistant to recommend your wine, they need to be written to be read by a machine. The steps are as follows:
Put it on the page as real text
Lead with the facts buyers filter on
Write in plain, declarative sentences
Use concrete descriptors, not poetry
Answer the questions people ask alongside “recommend a wine”
Click here to learn how to test the revised tasting note’s efficacy with an AI chat box.
When I was building COLAClear, I wrote a handful of blog posts breaking down alcohol-label compliance — the dense federal rules producers have to navigate.
To my surprise, those posts became the most-read part of the whole site — more than the product itself. People were hungry for clear, plain-English answers to complicated questions.
That stuck with me. Because during that same stretch, I'd learned something else worth sharing: how to get a brand-new product found. COLAClear ended up cited by name in Google's AI Overview, with zero ad spend.
So I put that knowledge into one place — a new primer: GetDiscoverable
It walks through the three layers that now decide whether you get found in 2026:
🔎 SEO — ranking on Google
💬 AEO — being the answer box at the top
🤖 GEO — getting named inside AI answers (ChatGPT, Gemini, Google's AI Overviews)
Plain English, real examples, no jargon — the same approach that made those compliance posts land.
If you've ever wondered why AI recommends some businesses by name and never mentions others — the full primer is linked is here: https://getdiscoverable.io/blog/colaclear-ai-overview/
A buyer asks ChatGPT: "recommend a small-production Lodi Zin." It names three wineries in two seconds.
If yours isn't one of them, you were never in the running — and it has almost nothing to do with what's in the bottle.
Here's what most wineries miss: the AI has never tasted your wine. It builds its answer from what it can read about you online. So the wineries it names aren't the best in the glass — they're the ones easiest for a machine to understand.
A gorgeous site with a full-screen vineyard video and barely any words? The AI learns almost nothing. Tasting notes locked inside a PDF? Invisible. Your winery listed three different ways across Vivino, Wine-Searcher, and your distributor pages? Now you're three faint signals instead of one strong one.
I wrote a plain-English piece on exactly what decides whether AI names your winery — and the fixes, most of them free and none of them technical:
🍇 Get tasting notes and tech sheets out of PDFs and onto the page
🍇 One consistent name and address, everywhere you appear
🍇 Make sure your site (and your age-gate) isn't blocking the AI crawlers
🍇 Answer the real questions buyers ask — in writing
Here is the link to the blog on my new site, GetDiscoverable.io: https://getdiscoverable.io/blog/why-ai-names-some-wineries/?utm_source=linkedin&utm_medium=social&utm_campaign=wineries-post
I'm curious — are you seeing your buyers start to ask AI instead of Googling?
"Reserve." "Old Vine." "Proprietor's Blend." These are some of the most resonant words on a wine label, Yet compliance-wise, they're vaporous prose. The TTB has no definition for any of them. Anyone can print them on any wine.
Meanwhile, the plainer-sounding terms are policed to the percentage point:
- Varietal (e.g., Cabernet Sauvignon) → at least 75% must be that grape
- Vintage date → 95% from the stated year, if the label carries an AVA
- "Produced by" → the winery fermented at least 75% of the wine (not the same as "Bottled by")
- Estate Bottled → grown, made, and bottled by one winery, on its own land, in one AVA. All or nothing.
The rejections come from treating these two categories the same way: leaning on a marketing word as if it were a credential, or using a defined term you haven't earned. "Estate Reserve" on a wine that doesn't qualify as Estate Bottled is a fast route to a REVIEW flag.
One caveat worth knowing: unregulated doesn't mean anything goes. Every label is still subject to 27 CFR 4.39's ban on misleading claims. "Reserve" is fine. "Reserve" staged to imply an age or grade you can't back up is not.
New blog post defines the line between marketing language and regulated claims, with the CFR citations behind each one. COLAClear can help with the vetting. Link to the full article: https://www.colaclear.com/blog/wine-label-terms-regulated-vs-marketing/
"Estate Bottled" might be the most coveted phrase in American wine — and one of the most misunderstood.
It isn't a marketing flourish. It's a federal claim with a hard, all-or-nothing definition (27 CFR 4.26). Miss a single condition and you legally cannot use it — no matter how beautiful the wine or how close the story.
To print "Estate Bottled," all four have to be true:
• Your label carries an AVA appellation.
• Your winery sits inside that AVA.
• You grew 100% of the grapes on land you own or control within that same AVA — no purchased fruit, not even from the vineyard next door.
• The wine never left your premises, from crush to bottle.
And "control" isn't a handshake. The TTB means a lease of at least three years where you do all the vineyard work — not a one-year grape contract.
Where it trips people up:
— Buying even a little fruit (there goes the 100%).
— A vineyard just over the AVA line.
— Trucking the wine out to bottle.
Estate Bottled is a promise: grown, made, and bottled in one place, by one hand. When it's on the label, it should be true.
Link to full article here: https://www.colaclear.com/blog/how-to-label-estate-bottled/
A TTB label approval feels final. It isn't — not entirely.
Once your COLA is approved, the TTB actually lets you make a whole set of changes to that label without refiling. Knowing which ones can save you a filing, a delay, and sometimes a reprint.
A few you can make on your own:
- Change the net contents to another authorized size
- Adjust the alcohol content, within the range for the class
- Add, change, or delete a vintage date
- Move or drop non-mandatory text; change type size, style, or color
- Add a UPC barcode, lot codes, or a bottling date
- Change to an address already approved, or a new one in the same state
And a few that still send you back for a new COLA:
- The brand name
- The class or type designation
- The appellation name (you can change the grape percentage — just not the name)
- The grape varietal
Rule of thumb: if it changes the mandatory identity of the product, refile. If it doesn't, you're likely clear — but check it against the TTB's own list before you reprint. Link to the entire article here.
Name two grapes and you have triggered a specific set of rules: name them all, show the percentages, and back it with an appellation.
Putting a grape variety on the label — one grape or several — is a regulated claim, not a marketing choice. The rules are mechanical: easy to meet once you know them, easy to fail if you do not. Find out how to label a varietal or a blend so it complies with TTB's COLA regulations. Link to the complete how-to article here.
The TTB will approve a wine called Booty Call. It'll approve Cheap Ass Wine. What it won't approve is a name that implies your grapes came from somewhere they didn't.
Yesterday I shared a list of wacky names the feds signed off on. The follow-up: If those cleared, what actually gets a name rejected?
Short list:
→ A place with wine meaning you don't qualify for. "Sonoma Ridge" on a wine that isn't from Sonoma comes back.
→ A health halo — "clean," "detox," anything that sounds good-for-you.
→ A swipe at a competitor.
→ Actual obscenity, which is a surprisingly high bar (see: Booty Call).
Crude and silly are fine. Misleading is what earns a Needs Correction.
The name is the one part of the label the TTB leaves entirely to you. The rest— alcohol statement, net contents, the warning — isn't optional, and that's usually where a label won't pass muster.
Read the full blog here: https://www.colaclear.com/blog/how-to-name-a-wine/
Below, a sample of provocative wine names from 2025 pulled from the same TTB filings COLAClear.com screens against.
Each entry shows the brand, the approval date, and the grape (where the producer declared one — a surprising number are oddball hybrids).
Attempted Murder — Driftwood · Dec 5, 2025 · Noiret (a red hybrid)
A Frayed Knot — Love & Squalor · Nov 14, 2025 · skin-contact Gewürztraminer
Moose Bouche — Moose Mountain · Jul 1, 2025 · Sémillon
Poet-Nat — Echolands · Apr 28, 2025 · Cabernet Franc pét-nat
Schrödinger’s Cat — Chateau Merrillanne · Jan 24, 2025 · Chardonnay
Read the entire list at:
https://www.colaclear.com/blog/funniest-wine-names-2025/
The approval email arrives. Your Certificate of Label Approval (COLA) is issued, your new red blend is cleared for bottling, and the brand feels safe.
It isn’t. An approved COLA does not protect your brand name, and the way you launch can sometimes cost you the trademark entirely. It’s one of the most expensive misunderstandings in the wine business.
Two systems that don’t talk to each other
Federal wine branding runs on two separate tracks.
The TTB reviews your label for consumer protection and mandatory disclosure: class and type, alcohol content, net contents, the health warning, sulfite declarations, and appellation rules.
The USPTO handles brand ownership: who has the right to a name, and whether a new mark is likely to be confused with one that already exists. Click here to learn how to avoid this confusing pitfall and apply COLAClear to precheck your label.