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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

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AI visibility scores and ranking

Data through

October 4, 2026

Updated

October 4, 2026

Latest scan visibility

0.9

October 4, 2026

Overall visibility

0.8

21 August 2026 – 4 October 2026 (scans 1–8)

Industry rank

17

Within this industry and market

Published scan history

Across 8 recorded scans from 21 August 2026 to 4 October 2026, Madcap Coffee's single-scan score moved from 0.7% to 0.9%, up 0.2 percentage points. Latest recorded scan 0.9% on 4 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 – 4 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%

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

1.5%

Perplexity Logo

Perplexity

0.7%

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

AI Overviews

0.2%

21 August 2026 – 4 October 2026 (scans 1–8)

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ChatGPT names Madcap Coffee most often.

It appears in 1.5% of collected ChatGPT answers and 0.2% of Google AI Overviews answers: a difference of 1.3 percentage points within the published window. This describes where mentions occur; it does not establish why the platforms differ.

Named across 10 of 150 questions.

Madcap Coffee appears in at least one collected answer to 6.7% of the tracked questions. That is question coverage; the 0.8% visibility score measures its share of individual answers.

Across 8 published scans, visibility ranged from 0.2% to 1.3%. The latest scan was 0.9% on 4 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 – 4 October 2026 (scans 1–8)

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 coffee roasters US
  • Best coffee with transparent sourcing US
  • Best direct trade coffee roasters US
  • Best new coffee roasters US
  • Best rotating single origin subscription US
  • Best small batch 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 online coffee roasters US (Onyx Coffee Lab, SEY Coffee, Counter Culture Coffee)
  • Which American coffee roasters are actually good (SEY Coffee, Onyx Coffee Lab, Black & White Coffee Roasters)
  • Best American coffee brands (La Colombe, Stumptown Coffee Roasters, Counter Culture Coffee)
  • Best award winning coffee roasters US (Onyx Coffee Lab, Black & White Coffee Roasters, SEY Coffee)
  • Best fresh roasted coffee beans US (Counter Culture Coffee, Onyx Coffee Lab, SEY Coffee)
  • Best small batch coffee roasters US (Onyx Coffee Lab, Counter Culture Coffee, SEY Coffee)

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

Which American coffee roasters are actually good

From the recorded answer

Madcap Coffee Company (Grand Rapids, Michigan): Highly praised by espresso and pour-over enthusiasts for vibrant, seasonal, and impeccably sourced beans.[]( …
Read recorded answer

Recorded answer text · Google AI Overviews · 13 September 2026

Several American coffee roasters consistently stand out for exceptional quality, ethical sourcing, and craft roasting.[](

### Top-Tier Specialty Roasters

- Onyx Coffee Lab (Rogers, Arkansas): Widely regarded as one of the best in the country, Onyx dominates national barista championships and is famous for meticulous quality control, solar-powered roasting, and standout blends like Monarch.[]( - Sey Coffee (Brooklyn, New York): A favorite among coffee purists, Sey focuses on light, Scandinavian-style roasts that highlight the delicate, fruit-forward, and floral notes of single-origin beans. - Counter Culture Coffee (Durham, North Carolina): A pioneer of the American specialty coffee movement, known for transparency, direct trade, and dependable daily drivers like Big Trouble.[]( - Verve Coffee Roasters (Santa Cruz, California): Celebrated for bright, clean, and distinctively acidic light-to-medium roasts, combining a relaxed California aesthetic with rigorous small-batch sourcing.[]( - Stumptown Coffee Roasters (Portland, Oregon): A household name that helped ignite the modern craft coffee wave, known for smooth, well-balanced medium roasts and a strong commitment to freshness.

### Highly Recommended Cult Favorites

- Heart Coffee Roasters (Portland, Oregon): Known for ultra-clean, light roasts that prioritize pure bean origin over heavy roasting flavors. - Black & White Coffee Roasters (Raleigh, North Carolina): Noted for wildly experimental and delicious fermentation processes and fruit-heavy single origins. - Madcap Coffee Company (Grand Rapids, Michigan): Highly praised by espresso and pour-over enthusiasts for vibrant, seasonal, and impeccably sourced beans.[]( - Elixr Coffee Roasters (Philadelphia, Pennsylvania): Renowned for exceptionally bright, light-style roasts and stellar espresso.

ChatGPT

The question asked

Best coffee roasters US

From the recorded answer

| Madcap Coffee | Grand Rapids, MI | Balanced, refined coffees | …
Read recorded answer

Recorded answer text · ChatGPT · 4 October 2026

If you mean the best specialty coffee roasters in the U.S., rather than simply the biggest coffee brands, these are my strongest picks for 2026:

| Roaster | Based in | Best for | |---|---|---| | Sweet Bloom Coffee Roasters | Colorado | 🏆 Best overall / competition-level coffee | | Onyx Coffee Lab | Arkansas | Exceptional light roasts & single origins | | Sey Coffee | Brooklyn, NY | Ultra-light, high-end single origins | | Black & White Coffee Roasters | North Carolina | Funky/experimental coffees | | Heart Coffee Roasters | Portland, OR | Clean, elegant light roasts | | George Howell Coffee | Massachusetts | Rare, exceptional micro-lots | | Counter Culture Coffee | North Carolina | Best all-around + sourcing transparency | | Passenger Coffee | Lancaster, PA | Extremely high-end specialty coffee | | Madcap Coffee | Grand Rapids, MI | Balanced, refined coffees | | Stumptown Coffee Roasters | Portland, OR | Classic specialty coffee & espresso |

My top 3: 1. 🥇 Sweet Bloom - recently named the overall winner of the 2026 Global Coffee Awards U.S. & Canada. perfectdailygrind.com 2. 🥈 Onyx - probably the safest recommendation if you want impressive specialty coffee without going too niche. Recent rankings consistently put it near the top. bakio.cocrumble.me 3. 🥉 Sey - my pick for serious light-roast/pour-over enthusiasts; it is particularly focused on exceptional green-coffee sourcing. crumble.me

One interesting current data point: the 2026 U.S. Coffee Roasting Champion is Wenbo Yang, representing Story Coffee Bellevue & Cozy Monster. uscoffeechampionships.org

If you're buying beans online, I'd personally start with Sweet Bloom, Onyx, Sey, Black & White, and Counter Culture.

And if you're actually looking for the best roasters near Tampa, there are some excellent local options too, including The Lab Coffee - West Tampa and Good Fruit Coffee Roasters.

Perplexity

The question asked

Best specialty coffee roasters US

From the recorded answer

Madcap Coffee - Grand Rapids, Michigan: Refined, sweet coffees and long-term producer relationships; frequently highlighted among top American roasters.
Read recorded answer

Recorded answer text · Perplexity · 4 October 2026

Here are standout U.S. specialty coffee roasters, covering classic, competition-focused, and distinctive modern styles:

- Passenger Coffee - Lancaster, Pennsylvania: Exceptional light roasts, rare lots, and carefully sourced coffees; especially strong for tasting-origin character. - George Howell Coffee - Massachusetts: A foundational American specialty roaster known for elegant, precise roasting and high-quality single origins. - Sey Coffee - Brooklyn, New York: Highly transparent sourcing and delicate, light-roasted coffees with pronounced floral and fruit notes. - Onyx Coffee Lab - Rogers, Arkansas: Excellent range from approachable blends to experimental, competition-level coffees. - B&W Coffee Roasters - Raleigh, North Carolina: Known for expressive, fruit-forward coffees and creative producer collaborations. - Heart Coffee Roasters - Portland, Oregon: Consistently clean, balanced, lightly roasted coffees with strong seasonal offerings. - Madcap Coffee - Grand Rapids, Michigan: Refined, sweet coffees and long-term producer relationships; frequently highlighted among top American roasters. - Sey Coffee - Brooklyn, New York: Particularly good for advanced drinkers who prefer very light, aromatic roasting. - Little Wolf Coffee - Ipswich, Massachusetts: Small-batch coffees with exceptional clarity and sweetness. - JBC Coffee Roasters - Madison, Wisconsin: A respected specialty roaster with a broad selection and strong competition credentials. - Sightglass Coffee - San Francisco, California: A polished option for both single origins and well-developed espresso blends. - Verve Coffee Roasters - Santa Cruz, California: Reliable, approachable specialty coffee with strong café and subscription programs.

Best starting picks by preference:

- Best overall: Passenger - Best for very light roasts: Sey - Best for fruit-forward coffees: B&W - Best for espresso: Onyx or Sightglass - Best classic specialty roaster: George Howell - Best approachable daily coffee: Heart or Verve - Best for rare and unusual lots: Passenger or Little Wolf

For online ordering, prioritize coffees roasted within roughly the last two to four weeks, and buy whole beans unless convenience requires pre-ground coffee.

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

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Found / Brand snapshot

Madcap Coffee

Coffee

21 August 2026 – 4 October 2026 (scans 1–8)

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

28

Answers naming the brand

3595

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 #17 among 41 tracked brands for Coffee · United States (21 August 2026 – 4 October 2026). Its visibility is 0.8%. It was named in 28 of 3,595 AI answers across 10 of 150 tracked questions, averaging position 4.6 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 – 4 October 2026. It ranks #17 among 41 tracked brands.

How often does AI mention this brand?

Madcap Coffee was named in 28 of 3,595 collected AI answers, across 10 of 150 tracked questions, for Coffee · United States (21 August 2026 – 4 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 3,595 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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