Overview Leaderboard Methodology
Industry Report

Ready-to-Drink Coffee Brands

Beverage companies producing pre-bottled or canned cold and iced coffee products, including sweetened, flavored, and protein-fortified formulations sold in retail and convenience channels.

Brands tracked: 30
Brands analyzed: 30
Last updated: 2026-04-23
Model: OpenAI GPT-5
Prompts: 245
Total responses: 5
Top Brand Overall?
Califia Farms
8/100

Highest overall AI Visibility Score in this industry.

LBA Leader?
Califia Farms
0

Highest score on the LBA metric in this industry.

Authority Leader?
Califia Farms
0

Highest score on the Authority metric in this industry.

TOM Leader?
Starbucks
93

Highest score on the TOM metric in this industry.

Ready-to-Drink Coffee Brands is an emerging or highly fragmented category

No brand in Ready-to-Drink Coffee Brands scored above 40 on overall AI visibility. That means AI assistants do not currently recommend specific brands for this category with any consistency. Either the category is too new or too regional for the models to have converged on a default set of answers, or the queries users ask don't lend themselves to brand-specific responses.

Brand Leaderboard All 30 Ready-to-Drink Coffee Brands brands ranked

Ranked by overall AI Visibility Score (smoothed geometric mean of LBA, Authority, and TOM with an LBA-based floor on Authority and TOM, see methodology). Click any brand for the full report.

# Brand LBA Authority TOM Overall
1
Califia Farms
califiafarms.com
 0
0
82
8
2
La Colombe
lacolombe.com
 0
0
91
8
3
Starbucks
starbucks.com
 0
0
93
8
4
High Brew Coffee
highbrewcoffee.com
 0
0
66
7
5
Chameleon Cold-Brew
chameleoncoffee.com
 0
0
48
6
6
Blue Bottle Coffee
bluebottlecoffee.com
 0
0
19
3
7
Super Coffee
drinksupercoffee.com
 0
0
15
3
8
Wandering Bear
wanderingbearcoffee.com
 0
0
17
3
9
Bizzy Cold Brew
bizzycoffee.com
 0
0
0
0
10
Black Rifle Coffee Company
blackriflecoffee.com
 0
0
0
0
11
B
BOSS Coffee
bosscoffeeusa.com
 0
0
0
0
12
Death Wish Coffee
deathwishcoffee.com
 0
0
0
0
13
D
Dunkin'
dunkin.com
 0
0
0
0
14
Explorer Cold Brew
explorercoldbrew.com
 0
0
0
0
15
F
FORTO Coffee
drinkforto.com
 0
0
0
0
16
Grady's Cold Brew
gradyscoldbrew.com
 0
0
0
0
17
illy
illy.com
 0
0
0
0
18
International Delight Iced Coffee
internationaldelight.com
 0
0
0
0
19
Kohana Coffee
kohanacoffee.com
 0
0
0
0
20
L
Lucky Jack
luckyjackcoffee.com
 0
0
0
0
21
Monster Java
monsterenergy.com
 0
0
0
0
22
Mr. Brown
mrbrown.com.tw
 0
0
0
0
23
Pokka Coffee
pokka.com.sg
 0
0
0
0
24
Pop & Bottle
popandbottle.com
 0
0
0
0
25
Rise Brewing Co.
risebrewingco.com
 0
0
0
0
26
Sail Away Coffee
sailawaycoffee.com
 0
0
0
0
27
S
Slate
slatedocs.com
 0
0
0
0
28
Sleepy Owl
sleepyowl.co
 0
0
0
0
29
STōK
stokbrew.com
 0
0
0
0
30
U
UCC Coffee
ucc.co.jp
 0
0
0
0

How is this calculated? Methodology

Every brand in this leaderboard is scored against the same set of 245 shared Ready-to-Drink Coffee Brands prompts. The same prompts, same model, same iterations. So differences in scores reflect actual differences in AI visibility, not differences in measurement.

Overall AI Visibility Score
Smoothed geometric mean of LBA, Authority and TOM. Authority and TOM are floored at LBA × 0.1 before the geometric mean (the same floor used in the per-metric cards above, so brand cards and the composite tell the same story). Formula: composite = ((LBA + 5)(Authority + 5)(TOM + 5))^(1/3) - 5. The floor keeps brands the model clearly recognises but doesn't yet recommend from collapsing to zero, while a single genuinely weak metric still pulls the composite down. Full methodology.
Shared industry prompts
For Authority and TOM, all brands in the industry are scored against the same 245 category prompts (e.g. "best SEO tools for agencies"). This makes brand-to-brand comparisons valid - everyone faces identical inputs. LBA prompts are per-brand because they ask brand-specific questions.
Latent Brand Association (LBA)
5 brand probes + 1 control prompt, each run 5 times in recall mode (no web search). LBA = quality × meta × stability × share × recognition × 100. Read the full LBA methodology →
LLM Authority
50 organic category prompts (discovery, comparison, problem and transactional intents), each run once in recall mode and once in retrieval mode. Score = frequency × log-decayed prominence × intent weight, then 50/50 averaged across the two modes. Read the full Authority methodology →
Top of Mind (TOM)
15 high-volume discovery prompts (sourced from Keywords Everywhere search-volume data), each run 5 times in pure recall mode (no web). Score = frequency × (0.5 + 0.5 × log-prominence), volume-weighted. Read the full TOM methodology →