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Madcap Coffee

Madcap Coffee

AI visibility and ranking for Coffee: United States

Madcap Coffee
appears in
0.8
% of measured AI answers in this industry and market.

Found score

Track Madcap Coffee’s AI visibility weekly →

AI visibility scores and ranking

Data through

October 25, 2026

Updated

October 25, 2026

Latest scan visibility

0.7

October 25, 2026

Overall visibility

0.8

21 August 2026 – 25 October 2026 (scans 1–11)

Industry rank

18

Within this industry and market

Published scan history

Across 11 recorded scans from 21 August 2026 to 25 October 2026, Madcap Coffee's single-scan score moved from 0.7% to 0.7%, unchanged (0.0 percentage points). Latest recorded scan 0.7% on 25 October 2026; combined-window score 0.8%.

View recorded scan history
Individual recorded scans. Each row is one scan on one date. The published combined-window score is 0.8% over 21 August 2026 – 25 October 2026, measured across every answer in that window — a different sample from any single row below.
Scan dateSingle-scan score
21 August 20260.7%
24 August 20260.2%
30 August 20260.7%
6 September 20260.7%
13 September 20260.9%
20 September 20260.9%
27 September 20261.3%
4 October 20260.9%
11 October 20260.7%
18 October 20261.6%
25 October 20260.7%

Latest scan = one scan. Overall visibility = all answers in the published window.

Visibility across AI platforms

Share of answers naming this brand

Chat GPT logo

ChatGPT

1.4%

Perplexity Logo

Perplexity

0.9%

Google logo with a multicolored capital G in blue, red, yellow, and green.

AI Overviews

0.2%

21 August 2026 – 25 October 2026 (scans 1–11)

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ChatGPT names Madcap Coffee most often.

It appears in 1.4% of collected ChatGPT answers and 0.2% of Google AI Overviews answers: a difference of 1.2 percentage points within the published window. This describes where mentions occur; it does not establish why the platforms differ.

Named across 12 of 150 questions.

Madcap Coffee appears in at least one collected answer to 8.0% of the tracked questions. That is question coverage; the 0.8% visibility score measures its share of individual answers.

Across 11 published scans, visibility ranged from 0.2% to 1.6%. The latest scan was 0.7% on 25 October 2026. Individual scan scores and the published-window score describe different samples.

How this brand compares.

View the full industry list

Industry list

In the same market.

Compare brands using the same question set and published window.

21 August 2026 – 25 October 2026 (scans 1–11)

Named in the sample

Prompts that surface this brand

The brand is named in at least one collected answer to each of these questions.

  • Best American coffee brands
  • Best coffee roasters US
  • Best coffee with transparent sourcing US
  • Best direct trade coffee roasters US
  • Best half caf coffee US
  • Best new coffee roasters US

Examples from the published question set. A mention on one platform does not mean every platform names the brand.

Other brands in these answers

Prompts that surface other brands

Different shopping needs can bring other brands into view. An absence here does not necessarily signal a problem.

  • Best award winning coffee roasters US (Mostra Coffee, Onyx Coffee Lab, Verve Coffee Roasters)
  • Best online coffee roasters US (Trade Coffee, Onyx Coffee Lab, Atlas Coffee Club)
  • Best small batch coffee roasters US (Onyx Coffee Lab, Counter Culture Coffee, Verve Coffee Roasters)
  • Which American coffee roasters are actually good (Counter Culture Coffee, Onyx Coffee Lab, Heart Coffee Roasters)
  • Best American coffee brands (La Colombe, Intelligentsia Coffee, Stumptown Coffee Roasters)
  • Best single origin coffee US (Heart Coffee Roasters, Counter Culture Coffee, Onyx Coffee Lab)

Competitor names are shown where they appear in the collected examples.

Recorded AI questions and answers

Recorded examples from the scan. Each card pairs a shopper’s prompt with an excerpt from the AI response.

Google AI Overviews

The question asked

Best specialty coffee roasters US

From the recorded answer

Madcap Coffee (Grand Rapids, Michigan): Recognized nationally for its bright, art-forward aesthetic and clean, distinct single-origin profiles.
Read recorded answer

Recorded answer text · Google AI Overviews · 18 October 2026

Some of the top specialty coffee roasters in the United States, celebrated for their sourcing, precision roasting, and industry awards, include:

- Onyx Coffee Lab (Rogers, Arkansas): A globally acclaimed, B-Corp certified roaster known for scientific precision, direct-trade transparency, and multiple U.S. Barista Championship titles. - Verve Coffee Roasters (Santa Cruz, California): Founded by surfers, Verve has helped lead the American specialty movement and was named Roaster of the Year by Roast Magazine. - Stumptown Coffee Roasters (Portland, Oregon): A pioneer of the modern specialty and cold-brew movements, famous for its signature Hair Bender blend. - Counter Culture Coffee (Durham, North Carolina): A long-standing industry benchmark known for heavy emphasis on education, sustainability, and quality-driven direct relationships. - Intelligentsia Coffee (Chicago, Illinois / National): Famed for setting the standard with its Black Cat espresso line and pioneering direct-trade practices since 1995. - Equator Coffees (Marin County, California): An early B-Corp and Fair Trade pioneer that operates its own experimental farm (Finca Sophia) in Panama. - Madcap Coffee (Grand Rapids, Michigan): Recognized nationally for its bright, art-forward aesthetic and clean, distinct single-origin profiles. - Sey Coffee (Brooklyn, New York): Frequently ranked among the top global roasters for its ultra-light, Nordic-inspired style that highlights delicate, tea-like fruit notes.

Are you looking for a roaster that specializes in light/fruit-forward roasts, traditional espresso blends, or a coffee subscription you can brew at home?

ChatGPT

The question asked

Which American coffee roasters are actually good

From the recorded answer

!Madcap Coffee - Specialty Coffee Roaster | Unpacking Coffee …
Read recorded answer

Recorded answer text · ChatGPT · 18 October 2026

If you mean American roasters that produce genuinely excellent coffee - not just brands with good packaging, slick cafés, or expensive bags - there's a pretty clear shortlist.

My take: start with Sey, Passenger, Onyx, Black & White, and George Howell. They represent different styles, from delicate, floral coffees to experimental, fruit-forward beans and exceptionally well-executed traditional espresso. Current specialty-coffee rankings and industry competition results support several of these names, although no single ranking settles which coffee tastes best. crumble.mepodiumcoffeeclub.comuscoffeechampionships.squarespace.com

## The American roasters actually worth your money

!SEY - 2025 Francy Burbano; Buena Vista, New Season - Colombia

1\. Sey Coffee - Brooklyn, New York

(For light-roast purists)

Probably the first place I'd look for elegant, modern specialty coffee. Think jasmine, bergamot, citrus, delicate florals, and remarkable clarity rather than roastiness. Best suited to filter coffee and pour-over.

Buy if\: you want to taste the character of an exceptional coffee, not the flavor of the roast.

Trade-off: very light roasts can taste sour or thin if you're accustomed to darker coffee.

Shop Sey Coffee

---

!Mesias Ibarra - 2023

2\. Passenger Coffee - Lancaster, Pennsylvania

One of my strongest picks for people who value sourcing, precision, and clean, articulate flavors. Particularly worth exploring for exceptional single-origin coffees and carefully selected lots.

Buy if\: you like subtle complexity, sweetness, and coffees that reward attention rather than overwhelm you.

Shop Passenger Coffee

---

![Intentional Design & The Evolution of the Onyx Brand - Onyx Coffee Lab](

3\. Onyx Coffee Lab - Arkansas

A great all-rounder for serious coffee enthusiasts, with a broad selection of single origins, espresso coffees, and more adventurous releases. Onyx also publishes unusually detailed information about its coffees and pricing.

Buy if\: you want premium coffee, lots of choice, and detailed sourcing information without being limited to ultra-light roasts.

Shop Onyx Coffee Lab

---

!The Future Sweet Berry Wine | Black & White Coffee Roasters

4\. Black & White Coffee Roasters - North Carolina

Particularly exciting if you enjoy coffees that taste intensely fruity, fermented, tropical, or wine-like. Their experimental processing offerings can be genuinely distinctive rather than just another conventional specialty coffee.

Buy if\: you want something unusual and memorable. Start with a more approachable offering if you don't enjoy fermentation-forward flavors.

Shop Black & White

---

!All Coffee

5\. George Howell Coffee - Massachusetts

A veteran of American specialty coffee with a serious focus on exceptional green coffee and careful roasting. Especially compelling if you want clean, sweet, balanced coffees that showcase origin without leaning too heavily on funky processing.

Buy if\: you want refinement and complexity, but not necessarily the latest experimental trend.

Shop George Howell

---

![Brew Guides - Sweet Bloom Coffee](

6\. Sweet Bloom Coffee Roasters - Colorado

A serious contender for clean, balanced, technically accomplished specialty coffee. Worth considering if you appreciate sweetness and clarity without wanting every cup to taste aggressively acidic.

Buy if\: you want something refined and dependable, particularly for filter brewing.

Shop Sweet Bloom

These are taste-based recommendations, not a scientifically definitive ranking. The descriptions reflect each roaster's general style; individual coffees vary by harvest, processing, and roast. crumble.mebakio.cowww.roastlocal.com

## Also worth knowing

![Home Barista Bundle - Counter Culture Coffee](

Counter Culture Coffee

The practical everyday choice. Strong for consistent blends, approachable single origins, and a broad range of brewing styles. Less niche than the boutique specialists, but still a serious roaster.

Best starting point: Big Trouble for a more comforting, chocolate-forward cup.

Shop Counter Culture

!Hair Bender Coffee Blend | Stumptown Coffee Roasters

Stumptown Coffee Roasters

A classic for a reason. Especially good if you want an established espresso blend with body, sweetness, and enough complexity to be interesting without requiring a pour-over ritual.

Best starting point: Hair Bender.

Shop Stumptown

!Madcap Coffee - Specialty Coffee Roaster | Unpacking Coffee

Madcap Coffee Company

A good option for balanced, carefully roasted specialty coffee, particularly if you want something between conventional chocolatey coffee and extremely light, acidic lots.

Shop Madcap

The established names Counter Culture and Stumptown have long track records; newer specialty-coffee lists tend to give more attention to roasters such as Sey, Passenger, and Onyx. www.fullcoffeeroast.combakio.cowww.chowhound.com

## Which should you actually buy?

Here's my short guide by taste rather than brand prestige.

| If you like… | Try first | |--------|--------| | Floral, delicate, tea-like coffee | Sey | | Sweet, clean, nuanced coffee | Passenger | | Premium coffee with lots of variety | Onyx | | Funky, tropical, fruit-forward coffee | Black & White | | Refined, balanced, traditional specialty coffee | George Howell | | Chocolate, caramel, approachable daily coffee | Counter Culture | | Rich, versatile espresso | Stumptown |

## How to tell if a roaster is genuinely good

- Look for a roast date. Freshness matters, although very light roasts can benefit from some resting time after roasting. - Look for specific sourcing. Country, region, producer, variety, and processing information are useful signs of care. - Don't equate light roasting with quality. A well-developed medium roast can be better than a poorly roasted light one. - Don't pay for rarity alone. An expensive competition lot can be fascinating, but it isn't automatically more enjoyable than a well-selected everyday coffee. - Buy for your brewing method. A coffee that shines as a pour-over may be disappointing as espresso with milk.

One final question would help me narrow this down considerably: How do you like your coffee?

1\. What flavors do you enjoy?

Chocolatey, sweet, low acidity

Balanced, caramel, nuts

Floral, citrusy, tea-like

Juicy, fruity, funky

---

2\. How do you brew?

Espresso

Drip machine

Pour-over

French press or AeroPress

---

3\. Budget per bag (roughly 250-340 g)

Under \$20

\$20-30 per bag

\$30-45 per bag

\$45+ for special lots

[Find my best roasters]

Perplexity

The question asked

Best coffee roasters US

From the recorded answer

Madcap Coffee - Grand Rapids, Michigan; elegant, clean coffees and strong café programs.
Read recorded answer

Recorded answer text · Perplexity · 25 October 2026

Here are some of the best U.S. coffee roasters, covering different styles and regions:

- Black & White Coffee Roasters - Raleigh, North Carolina; excellent for expressive, fruit-forward coffees and competition lots. - SEY Coffee - Brooklyn, New York; highly transparent sourcing and very light, delicate roasts. - Onyx Coffee Lab - Bentonville, Arkansas; polished single-origins, blends, and strong espresso options. - Passenger Coffee - Lancaster, Pennsylvania; exceptional sourcing, careful roasting, and nuanced coffees. - Resident Coffee Roasters - Los Angeles, California; currently ranked first in one specialty-coffee rating list. - Intelligentsia - Chicago, Illinois; influential specialty roaster with consistently strong single-origin coffees. - Heart Coffee Roasters - Portland, Oregon; clean, bright coffees with a Scandinavian-inspired style. - George Howell Coffee - Massachusetts; a pioneering U.S. specialty roaster known for exceptional sourcing and classic light-to-medium roasting. - Sweet Bloom Coffee Roasters - Denver, Colorado; balanced, precise coffees with excellent seasonal offerings. - Madcap Coffee - Grand Rapids, Michigan; elegant, clean coffees and strong café programs. - Counter Culture Coffee - Durham, North Carolina; reliable quality, broad availability, and strong producer-focused sourcing. - Huckleberry Roasters - Denver, Colorado; approachable single-origins, blends, and competition-level coffees.

A useful starting shortlist:

| Preference | Try | |---|---| | Fruity, modern light roast | Black & White, SEY, Passenger | | Balanced and versatile | Onyx, Counter Culture, Sweet Bloom | | Classic specialty coffee | Intelligentsia, George Howell, Heart | | Espresso | Onyx, Intelligentsia, Madcap | | Easy nationwide ordering | Counter Culture, Onyx, Intelligentsia |

Current specialty-roaster rankings place Resident, Black & White, Intelligentsia, Onyx, Passenger, and SEY among the leading U.S. names. A broader specialty-coffee list also highlights Stumptown, Counter Culture, Heart, Sweet Bloom, George Howell, Verve, and SEY.

Excerpts from collected AI answers. AI claims are evidence of the response, not verified brand facts.

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Madcap Coffee

Coffee

21 August 2026 – 25 October 2026 (scans 1–11)

0.8

%

AI visibility

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A clear measure.
An open method.

Visibility is the share of collected answers that name the brand. Brands in the same industry and market are measured against the same question set.

Published window

41

Answers naming the brand

4939

Answers collected

0.8

AI visibility

Answers naming the brand ÷ all collected answers × 100

01

Ask consistently

The same industry questions across ChatGPT, Perplexity and Google AI Overviews.

02

Record each response

Track brand mentions and positions across the published scans.

03

Compare the same scope

Use the same market, category and measurement window for every comparison.

Read the methodology

This is a sample of AI responses. Answers vary by platform and date; visibility does not measure sales or product quality.

Overall visibility combines answers within the published dates. Some market series accumulate scans from launch; others use four-scan cycles. A new cycle changes the scoring window, while individual scan history is retained. Compare the dates and sample sizes before comparing periods.

In the Found by Flux AI Visibility Index, Madcap Coffee ranks #18 among 41 tracked brands for Coffee · United States (21 August 2026 – 25 October 2026). Its visibility is 0.8%. It was named in 41 of 4,939 AI answers across 12 of 150 tracked questions, averaging position 4.7 when mentioned.

Source: Found by Flux · ChatGPT, Perplexity and Google AI Overviews. Visibility measures mentions in this sample, not sales or recommendation quality.

The scores, explained.

The scope, scores and comparisons behind this brand profile.

What is this brand’s AI Visibility Score?

Found by Flux records 0.8% AI visibility for Madcap Coffee in Coffee · United States, measured over 21 August 2026 – 25 October 2026. It ranks #18 among 41 tracked brands.

How often does AI mention this brand?

Madcap Coffee was named in 41 of 4,939 collected AI answers, across 12 of 150 tracked questions, for Coffee · United States (21 August 2026 – 25 October 2026). A mention can include a comparison or qualification; it is not necessarily a recommendation.

How is the AI Visibility Score calculated?

Found divides the number of collected answers naming Madcap Coffee by all 4,939 answers in the published Coffee · United States sample, then multiplies by 100. The same question set is used across ChatGPT, Perplexity and Google AI Overviews. See the Found methodology for the scope and limitations.

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