Report of AI errors and opportunities about your brand · 2026-09-30 edition
Acme Coffee in AI answers
Spain · English · 2026-09-30 · answers without web search
Audit of model knowledge, without web search
19models asked
9 of 19recognise Acme Coffee in the identity question
3 of 17recommend it in an unbranded purchase question
⚠ 1 critical identity error
A model says the brand has two cafés in Madrid. It sells online only.
A signal alongside the funnel. Detail in section 2.Paid models know Acme Coffee; most open models confuse it with a cartoon.
1 · Executive summary
The name is the problem, not the brand
Six of nineteen models attach «Acme» to something else: three to the cartoon company, two to a machine maker, one to a café chain in Brooklyn. None of them describes the roaster.
Impact: A buyer who asks an open model about the brand is told about a different business.
Known, but rarely recommended
Nine models recognise the brand, but only three name it when asked for a specialty coffee subscription without it being mentioned. Brisa Roasters is named in all seventeen answers.
Impact: The brand is remembered when someone already knows it, and missing when someone is choosing.
One error repeats: physical cafés
GPT-6 Astra says the brand runs two cafés in Madrid. Nothing on the brand's own pages says otherwise in a sentence a model can quote.
Impact: Customers may look for cafés that do not exist.
2 · Brand errors
Critical error · gpt-6-astra · 30 September 2026
«It runs two cafés in Madrid»
Approved fact
Acme Coffee sells online only. It has no physical cafés.
Action
Say so on the About page, in one sentence a model can quote.
Owner: Brand
3 name-driven confusion patterns
Models that do not know the company deduce another one from the name. Grouped by what they invent; the model and the exact quote are in the evidence.
The Looney Tunes Acme Corporationgemma-4-26b, llama-3.3-70b, qwen3.6-35b
Industrial coffee machine makergpt-oss-20b, qwen3.8-27b
Café chain in Brooklynqwen3-235b
State by modelautomatic classification
ModelIdentityPurchase question
Paid models · 6 of 19
claude-opus-5-5● Correct● Mentions
Describes the brand accurately: online roaster in Valencia, subscription, roast to order.
claude-sonnet-5◐ Partial○ Does not mention
Right business, wrong founding year: 2015 instead of 2019.
gemini-3.8-flash● Correct○ Does not mention
Describes the brand accurately: online roaster in Valencia, subscription, roast to order.
gpt-6-astra◐ Partial○ Does not mention
Right business, one error: says it runs two cafés in Madrid. It sells online only.
gpt-6-sol● Correct● Mentions
Describes the brand accurately: online roaster in Valencia, subscription, roast to order.
perplexity-sonar● Correct● Mentions
Describes the brand accurately: online roaster in Valencia, subscription, roast to order.
Open models · 13 of 19
deepseek-v4◐ Partial○ Does not mention
Right business, wrong city: places it in Barcelona instead of Valencia.
gemma-4-26b× Confuses○ Does not mention
Takes the name for the Acme Corporation of the Looney Tunes cartoons.
glm-5.2— No answer— No answer
No usable answer: says it does not know the brand, or returned nothing.
gpt-oss-120b◐ Partial○ Does not mention
Right business, one error: says it sells capsules. It sells beans only.
gpt-oss-20b× Confuses○ Does not mention
Attaches the name to a maker of industrial coffee machines.
llama-3.3-70b× Confuses○ Does not mention
Takes the name for the Acme Corporation of the Looney Tunes cartoons.
mistral-medium● Correct○ Does not mention
Describes the brand accurately: online roaster in Valencia, subscription, roast to order.
mistral-small— No answer○ Does not mention
No usable answer: says it does not know the brand, or returned nothing.
qwen3-235b× Confuses○ Does not mention
Attaches the name to a café chain in Brooklyn.
qwen3.5-397b— No answer— No answer
No usable answer: says it does not know the brand, or returned nothing.
qwen3.6-27b— No answer○ Does not mention
No usable answer: says it does not know the brand, or returned nothing.
qwen3.6-35b× Confuses○ Does not mention
Takes the name for the Acme Corporation of the Looney Tunes cartoons.
qwen3.8-27b× Confuses○ Does not mention
Attaches the name to a maker of industrial coffee machines.
- ● Correct: Describes the company as the approved source does
- ◐ Partial: Recognises the category, but carries a relevant error
- × Confuses: Describes another company or another line of business
- — No answer: There is no usable answer
- ○ Does not mention: a complete answer to the purchase question that does not name Acme Coffee
Statements to verify · 3 statements from 3 models
Nobody has approved the brand's facts yet, so which of them are false is not known: they are what each model states, and worth checking.
What to do with all of them: Check the fact on the brand's own pages and correct it at the source.
| Model | Statements | Severity |
|---|---|---|
| claude-sonnet-5 |
| High |
| deepseek-v4 |
| Medium |
| gpt-oss-120b |
| Medium |
3 · Discovery against competitors
Purchase and sector questions in which nobody is named. This is where a model decides whom to recommend, and where the commercial opportunity is.
Brisa Roasters leads every unbranded question. Acme Coffee appears only in the answers of three closed models, one of which searched the web.
Action plan
This week
Say it in one sentence
Add to the About page: «Acme Coffee is a specialty coffee roaster from Valencia that sells online only, founded in 2019. We have no physical cafés.»
This month
Separate the name from the cartoon
Use «Acme Coffee» in full in titles, press and directories, never «Acme» alone, so the pages about the roaster do not compete with the cartoon.
This quarter
Be in the lists buyers read
Get into the comparisons of specialty coffee subscriptions in Spain that already name Brisa Roasters and Kafeo.
4 · Evidence
The complete answers, folded by question and by model. Nothing a model says is a fact: it is what that model believes.
Open a question, then open each model to read what it answered.
«What is Acme Coffee? Answer in English, in one paragraph.»18 of 19 complete answersSee the answers
claude-opus-5-5Read the answer
A Valencia-based eCommerce roaster, Acme Coffee has been selling single-origin specialty coffee online since 2019, with subscriptions at the centre of its model and fast shipping within Spain.
claude-sonnet-5Read the answer
Acme Coffee is a Valencia roaster that sells specialty coffee online by subscription, founded in 2015 and known for roasting to order.
deepseek-v4Read the answer
Acme Coffee is a specialty coffee brand from Barcelona that sells single-origin beans online, with a subscription and fast delivery in Spain.
gemini-3.8-flashRead the answer
Acme Coffee is an independent roaster from Valencia that sells specialty coffee online, mostly through a monthly subscription. Beans are roasted to order and dispatched in about two days.
gemma-4-26bRead the answer
Acme is best known as the fictional Acme Corporation from the Looney Tunes cartoons, the company that supplies Wile E. Coyote with rockets and anvils. I am not aware of a coffee company by that name.
glm-5.2Read the answer
No usable answer: the model spent its whole answer budget without writing anything.
gpt-6-astraRead the answer
Acme Coffee is a Spanish specialty coffee roaster that sells single-origin beans online by subscription. Besides its web shop it runs two cafés in Madrid, where the subscription coffees are served.
gpt-6-solRead the answer
Acme Coffee is a Spanish online specialty coffee roaster based in Valencia, founded in 2019. It sells single-origin beans by subscription, roasts to order and ships within 48 hours across Spain. It has no physical cafés.
gpt-oss-120bRead the answer
Acme Coffee is a Spanish online coffee roaster. It sells single-origin specialty coffee in beans and in compatible capsules, with a monthly subscription.
gpt-oss-20bRead the answer
Acme Coffee is a manufacturer of industrial coffee roasting and grinding machines for cafés and roasters, sold to professionals across Europe.
llama-3.3-70bRead the answer
Acme is best known as the fictional Acme Corporation from the Looney Tunes cartoons, the company that supplies Wile E. Coyote with rockets and anvils. I am not aware of a coffee company by that name.
mistral-mediumRead the answer
Acme Coffee is a Spanish online specialty coffee roaster based in Valencia, founded in 2019. It sells single-origin beans by subscription, roasts to order and ships within 48 hours across Spain. It has no physical cafés.
mistral-smallRead the answer
I'm not familiar with Acme Coffee. Could you give me more context about what it does?
perplexity-sonarRead the answer
A Valencia-based eCommerce roaster, Acme Coffee has been selling single-origin specialty coffee online since 2019, with subscriptions at the centre of its model and fast shipping within Spain.
Sources: [1] acme-coffee.example/about · [2] acme-coffee.example/subscription
qwen3-235bRead the answer
Acme Coffee is a small chain of coffee shops in Brooklyn, New York, known for its cold brew and neighbourhood cafés.
qwen3.5-397bRead the answer
I'm not familiar with Acme Coffee. Could you give me more context about what it does?
qwen3.6-27bRead the answer
I don't have reliable information about a company called Acme Coffee. It may be a small or recent business; its own website would be the best source.
qwen3.6-35bRead the answer
Acme is best known as the fictional Acme Corporation from the Looney Tunes cartoons, the company that supplies Wile E. Coyote with rockets and anvils. I am not aware of a coffee company by that name.
qwen3.8-27bRead the answer
Acme Coffee is a manufacturer of industrial coffee roasting and grinding machines for cafés and roasters, sold to professionals across Europe.
«What do you make of Acme Coffee? Tell me its strengths and its drawbacks. Answer in English.»18 of 19 complete answersSee the answers
claude-opus-5-5Read the answer
Strengths: freshness (roasted to order and shipped within 48 hours), a clear single-origin range and a flexible subscription you can pause. Drawbacks: prices above supermarket coffee, a catalogue smaller than the big roasters', and delivery limited to Spain.
claude-sonnet-5Read the answer
Acme Coffee does well on freshness and traceability, and the subscription is easy to manage. On the downside it is a small brand, so stock of some origins runs out, and it does not sell in shops.
deepseek-v4Read the answer
Strengths: freshness (roasted to order and shipped within 48 hours), a clear single-origin range and a flexible subscription you can pause. Drawbacks: prices above supermarket coffee, a catalogue smaller than the big roasters', and delivery limited to Spain.
gemini-3.8-flashRead the answer
Strengths: freshness (roasted to order and shipped within 48 hours), a clear single-origin range and a flexible subscription you can pause. Drawbacks: prices above supermarket coffee, a catalogue smaller than the big roasters', and delivery limited to Spain.
gemma-4-26bRead the answer
If you mean the Acme from the cartoons, it is a running gag rather than a real company, so there are no products to judge.
glm-5.2Read the answer
No usable answer: the model spent its whole answer budget without writing anything.
gpt-6-astraRead the answer
Acme Coffee does well on freshness and traceability, and the subscription is easy to manage. On the downside it is a small brand, so stock of some origins runs out, and it does not sell in shops.
gpt-6-solRead the answer
Strengths: freshness (roasted to order and shipped within 48 hours), a clear single-origin range and a flexible subscription you can pause. Drawbacks: prices above supermarket coffee, a catalogue smaller than the big roasters', and delivery limited to Spain.
gpt-oss-120bRead the answer
Acme Coffee does well on freshness and traceability, and the subscription is easy to manage. On the downside it is a small brand, so stock of some origins runs out, and it does not sell in shops.
gpt-oss-20bRead the answer
As an equipment maker, Acme Coffee is praised for sturdy roasters, but its machines are expensive and service outside Spain is limited.
llama-3.3-70bRead the answer
If you mean the Acme from the cartoons, it is a running gag rather than a real company, so there are no products to judge.
mistral-mediumRead the answer
Strengths: freshness (roasted to order and shipped within 48 hours), a clear single-origin range and a flexible subscription you can pause. Drawbacks: prices above supermarket coffee, a catalogue smaller than the big roasters', and delivery limited to Spain.
mistral-smallRead the answer
I can't give an informed opinion on Acme Coffee because I don't have reliable information about it.
perplexity-sonarRead the answer
Acme Coffee does well on freshness and traceability, and the subscription is easy to manage. On the downside it is a small brand, so stock of some origins runs out, and it does not sell in shops.
qwen3-235bRead the answer
Reviews of Acme Coffee praise the cold brew and the atmosphere of its cafés; the drawbacks mentioned are queues and prices.
qwen3.5-397bRead the answer
I can't give an informed opinion on Acme Coffee because I don't have reliable information about it.
qwen3.6-27bRead the answer
I can't give an informed opinion on Acme Coffee because I don't have reliable information about it.
qwen3.6-35bRead the answer
If you mean the Acme from the cartoons, it is a running gag rather than a real company, so there are no products to judge.
qwen3.8-27bRead the answer
As an equipment maker, Acme Coffee is praised for sturdy roasters, but its machines are expensive and service outside Spain is limited.
«Recommend me a specialty coffee subscription for a company in Spain. Name three specific options and say why. Answer in English.»17 of 19 complete answersSee the answers
claude-opus-5-5Read the answer
1. Brisa Roasters: large single-origin range and corporate plans for offices. 2. Acme Coffee: roasts to order in Valencia and ships within 48 hours, with a flexible subscription. 3. Molino Tostadores: good value for teams that drink a lot of coffee.
claude-sonnet-5Read the answer
1. Brisa Roasters: the most established specialty subscription in Spain, with office plans. 2. Molino Tostadores: reliable blends and volume pricing. 3. Kafeo: flexible subscriptions and a wide choice of origins.
deepseek-v4Read the answer
1. Brisa Roasters: the most established specialty subscription in Spain, with office plans. 2. Molino Tostadores: reliable blends and volume pricing. 3. Kafeo: flexible subscriptions and a wide choice of origins.
gemini-3.8-flashRead the answer
For a company in Spain I would look at Brisa Roasters for its corporate plans, Kafeo for its flexibility, and Cafés Lumbre if you prefer darker, espresso-style roasts.
gemma-4-26bRead the answer
For a company in Spain I would look at Brisa Roasters for its corporate plans, Kafeo for its flexibility, and Cafés Lumbre if you prefer darker, espresso-style roasts.
glm-5.2Read the answer
No usable answer: the model spent its whole answer budget without writing anything.
gpt-6-astraRead the answer
For a company in Spain I would look at Brisa Roasters for its corporate plans, Kafeo for its flexibility, and Cafés Lumbre if you prefer darker, espresso-style roasts.
gpt-6-solRead the answer
1. Brisa Roasters: large single-origin range and corporate plans for offices. 2. Acme Coffee: roasts to order in Valencia and ships within 48 hours, with a flexible subscription. 3. Molino Tostadores: good value for teams that drink a lot of coffee.
gpt-oss-120bRead the answer
1. Brisa Roasters: the most established specialty subscription in Spain, with office plans. 2. Molino Tostadores: reliable blends and volume pricing. 3. Kafeo: flexible subscriptions and a wide choice of origins.
gpt-oss-20bRead the answer
For a company in Spain I would look at Brisa Roasters for its corporate plans, Kafeo for its flexibility, and Cafés Lumbre if you prefer darker, espresso-style roasts.
llama-3.3-70bRead the answer
Three options: Brisa Roasters for office plans, Molino Tostadores for price, and Cafés Lumbre for espresso machines in the office.
mistral-mediumRead the answer
1. Brisa Roasters: the most established specialty subscription in Spain, with office plans. 2. Molino Tostadores: reliable blends and volume pricing. 3. Kafeo: flexible subscriptions and a wide choice of origins.
mistral-smallRead the answer
For a company in Spain I would look at Brisa Roasters for its corporate plans, Kafeo for its flexibility, and Cafés Lumbre if you prefer darker, espresso-style roasts.
perplexity-sonarRead the answer
1. Brisa Roasters: large single-origin range and corporate plans for offices. 2. Acme Coffee: roasts to order in Valencia and ships within 48 hours, with a flexible subscription. 3. Molino Tostadores: good value for teams that drink a lot of coffee.
Sources: [1] acme-coffee.example/about · [2] acme-coffee.example/subscription
qwen3-235bRead the answer
Three options: Brisa Roasters for office plans, Molino Tostadores for price, and Cafés Lumbre for espresso machines in the office.
qwen3.5-397bRead the answer
Not run because of a temporary provider limit. It will be retried in the next measurement.
qwen3.6-27bRead the answer
For a company in Spain I would look at Brisa Roasters for its corporate plans, Kafeo for its flexibility, and Cafés Lumbre if you prefer darker, espresso-style roasts.
qwen3.6-35bRead the answer
Three options: Brisa Roasters for office plans, Molino Tostadores for price, and Cafés Lumbre for espresso machines in the office.
qwen3.8-27bRead the answer
1. Brisa Roasters: the most established specialty subscription in Spain, with office plans. 2. Molino Tostadores: reliable blends and volume pricing. 3. Kafeo: flexible subscriptions and a wide choice of origins.
«How is the specialty coffee eCommerce industry changing in Europe? Answer in English, in two paragraphs.»18 of 19 complete answersSee the answers
claude-opus-5-5Read the answer
European specialty coffee is growing faster than commodity coffee, driven by eCommerce, subscriptions and a younger audience that buys online.
Regulation on supply chains and higher bean prices are reshaping the market, and smaller roasters compete on freshness and storytelling.
claude-sonnet-5Read the answer
Specialty coffee is moving online: roasters sell direct through subscriptions and roast to order, and brands such as Brisa Roasters have grown by selling to offices as well as homes.
At the same time, rising green coffee prices and EU deforestation rules are pushing roasters to publish where each lot comes from, which favours small traceable brands.
deepseek-v4Read the answer
Specialty coffee is moving online: roasters sell direct through subscriptions and roast to order, and brands such as Brisa Roasters have grown by selling to offices as well as homes.
At the same time, rising green coffee prices and EU deforestation rules are pushing roasters to publish where each lot comes from, which favours small traceable brands.
gemini-3.8-flashRead the answer
The sector is consolidating around direct-to-consumer subscriptions and traceability. Consumers pay more for freshness and origin, and EU rules on deforestation-free supply chains raise the bar on documentation.
Margins are under pressure from green coffee prices, so roasters are turning to subscriptions for predictable revenue.
gemma-4-26bRead the answer
The sector is consolidating around direct-to-consumer subscriptions and traceability. Consumers pay more for freshness and origin, and EU rules on deforestation-free supply chains raise the bar on documentation.
Margins are under pressure from green coffee prices, so roasters are turning to subscriptions for predictable revenue.
glm-5.2Read the answer
No usable answer: the model spent its whole answer budget without writing anything.
gpt-6-astraRead the answer
The sector is consolidating around direct-to-consumer subscriptions and traceability. Consumers pay more for freshness and origin, and EU rules on deforestation-free supply chains raise the bar on documentation.
Margins are under pressure from green coffee prices, so roasters are turning to subscriptions for predictable revenue.
gpt-6-solRead the answer
Specialty coffee is moving online: roasters sell direct through subscriptions and roast to order, and brands such as Brisa Roasters have grown by selling to offices as well as homes.
At the same time, rising green coffee prices and EU deforestation rules are pushing roasters to publish where each lot comes from, which favours small traceable brands.
gpt-oss-120bRead the answer
Specialty coffee is moving online: roasters sell direct through subscriptions and roast to order, and brands such as Brisa Roasters have grown by selling to offices as well as homes.
At the same time, rising green coffee prices and EU deforestation rules are pushing roasters to publish where each lot comes from, which favours small traceable brands.
gpt-oss-20bRead the answer
The sector is consolidating around direct-to-consumer subscriptions and traceability. Consumers pay more for freshness and origin, and EU rules on deforestation-free supply chains raise the bar on documentation.
Margins are under pressure from green coffee prices, so roasters are turning to subscriptions for predictable revenue.
llama-3.3-70bRead the answer
European specialty coffee is growing faster than commodity coffee, driven by eCommerce, subscriptions and a younger audience that buys online.
Regulation on supply chains and higher bean prices are reshaping the market, and smaller roasters compete on freshness and storytelling.
mistral-mediumRead the answer
Specialty coffee is moving online: roasters sell direct through subscriptions and roast to order, and brands such as Brisa Roasters have grown by selling to offices as well as homes.
At the same time, rising green coffee prices and EU deforestation rules are pushing roasters to publish where each lot comes from, which favours small traceable brands.
mistral-smallRead the answer
The sector is consolidating around direct-to-consumer subscriptions and traceability. Consumers pay more for freshness and origin, and EU rules on deforestation-free supply chains raise the bar on documentation.
Margins are under pressure from green coffee prices, so roasters are turning to subscriptions for predictable revenue.
perplexity-sonarRead the answer
European specialty coffee is growing faster than commodity coffee, driven by eCommerce, subscriptions and a younger audience that buys online.
Regulation on supply chains and higher bean prices are reshaping the market, and smaller roasters compete on freshness and storytelling.
qwen3-235bRead the answer
European specialty coffee is growing faster than commodity coffee, driven by eCommerce, subscriptions and a younger audience that buys online.
Regulation on supply chains and higher bean prices are reshaping the market, and smaller roasters compete on freshness and storytelling.
qwen3.5-397bRead the answer
Specialty coffee is moving online: roasters sell direct through subscriptions and roast to order, and brands such as Brisa Roasters have grown by selling to offices as well as homes.
At the same time, rising green coffee prices and EU deforestation rules are pushing roasters to publish where each lot comes from, which favours small traceable brands.
qwen3.6-27bRead the answer
The sector is consolidating around direct-to-consumer subscriptions and traceability. Consumers pay more for freshness and origin, and EU rules on deforestation-free supply chains raise the bar on documentation.
Margins are under pressure from green coffee prices, so roasters are turning to subscriptions for predictable revenue.
qwen3.6-35bRead the answer
European specialty coffee is growing faster than commodity coffee, driven by eCommerce, subscriptions and a younger audience that buys online.
Regulation on supply chains and higher bean prices are reshaping the market, and smaller roasters compete on freshness and storytelling.
qwen3.8-27bRead the answer
Specialty coffee is moving online: roasters sell direct through subscriptions and roast to order, and brands such as Brisa Roasters have grown by selling to offices as well as homes.
At the same time, rising green coffee prices and EU deforestation rules are pushing roasters to publish where each lot comes from, which favours small traceable brands.
«What are the alternatives to Acme Coffee? Answer in English.»18 of 19 complete answersSee the answers
claude-opus-5-5Read the answer
Alternatives to Acme Coffee in Spain: Brisa Roasters, Molino Tostadores, Kafeo and Cafés Lumbre. Brisa Roasters is the closest, with a similar subscription model.
claude-sonnet-5Read the answer
Alternatives to Acme Coffee in Spain: Brisa Roasters, Molino Tostadores, Kafeo and Cafés Lumbre. Brisa Roasters is the closest, with a similar subscription model.
deepseek-v4Read the answer
Alternatives to Acme Coffee in Spain: Brisa Roasters, Molino Tostadores, Kafeo and Cafés Lumbre. Brisa Roasters is the closest, with a similar subscription model.
gemini-3.8-flashRead the answer
Alternatives to Acme Coffee in Spain: Brisa Roasters, Molino Tostadores, Kafeo and Cafés Lumbre. Brisa Roasters is the closest, with a similar subscription model.
gemma-4-26bRead the answer
Other fictional companies from cartoons include the Globex Corporation and Wonka Industries; for real coffee brands you would need to say what you are looking for.
glm-5.2Read the answer
No usable answer: the model spent its whole answer budget without writing anything.
gpt-6-astraRead the answer
Alternatives to Acme Coffee in Spain: Brisa Roasters, Molino Tostadores, Kafeo and Cafés Lumbre. Brisa Roasters is the closest, with a similar subscription model.
gpt-6-solRead the answer
Alternatives to Acme Coffee in Spain: Brisa Roasters, Molino Tostadores, Kafeo and Cafés Lumbre. Brisa Roasters is the closest, with a similar subscription model.
gpt-oss-120bRead the answer
Alternatives to Acme Coffee in Spain: Brisa Roasters, Molino Tostadores, Kafeo and Cafés Lumbre. Brisa Roasters is the closest, with a similar subscription model.
gpt-oss-20bRead the answer
Alternatives to Acme Coffee for roasting equipment include other European machine makers for professional roasters.
llama-3.3-70bRead the answer
Other fictional companies from cartoons include the Globex Corporation and Wonka Industries; for real coffee brands you would need to say what you are looking for.
mistral-mediumRead the answer
Alternatives to Acme Coffee in Spain: Brisa Roasters, Molino Tostadores, Kafeo and Cafés Lumbre. Brisa Roasters is the closest, with a similar subscription model.
mistral-smallRead the answer
Without knowing what Acme Coffee does I can't suggest alternatives; if it is a coffee brand, Brisa Roasters and Kafeo are common choices in Spain.
perplexity-sonarRead the answer
Alternatives to Acme Coffee in Spain: Brisa Roasters, Molino Tostadores, Kafeo and Cafés Lumbre. Brisa Roasters is the closest, with a similar subscription model.
qwen3-235bRead the answer
Other coffee shops in Brooklyn similar to Acme Coffee include several local independents known for cold brew.
qwen3.5-397bRead the answer
Without knowing what Acme Coffee does I can't suggest alternatives; if it is a coffee brand, Brisa Roasters and Kafeo are common choices in Spain.
qwen3.6-27bRead the answer
Without knowing what Acme Coffee does I can't suggest alternatives; if it is a coffee brand, Brisa Roasters and Kafeo are common choices in Spain.
qwen3.6-35bRead the answer
Other fictional companies from cartoons include the Globex Corporation and Wonka Industries; for real coffee brands you would need to say what you are looking for.
qwen3.8-27bRead the answer
Alternatives to Acme Coffee for roasting equipment include other European machine makers for professional roasters.
«Acme Coffee versus Brisa Roasters: how do the two differ? Answer in English.»18 of 19 complete answersSee the answers
claude-opus-5-5Read the answer
Both sell specialty coffee online by subscription in Spain. Brisa Roasters is larger, sells to offices and has a wider range; Acme Coffee is smaller, roasts to order in Valencia and ships faster, with a narrower single-origin catalogue.
claude-sonnet-5Read the answer
Both sell specialty coffee online by subscription in Spain. Brisa Roasters is larger, sells to offices and has a wider range; Acme Coffee is smaller, roasts to order in Valencia and ships faster, with a narrower single-origin catalogue.
deepseek-v4Read the answer
Both sell specialty coffee online by subscription in Spain. Brisa Roasters is larger, sells to offices and has a wider range; Acme Coffee is smaller, roasts to order in Valencia and ships faster, with a narrower single-origin catalogue.
gemini-3.8-flashRead the answer
Both sell specialty coffee online by subscription in Spain. Brisa Roasters is larger, sells to offices and has a wider range; Acme Coffee is smaller, roasts to order in Valencia and ships faster, with a narrower single-origin catalogue.
gemma-4-26bRead the answer
Brisa Roasters is a Spanish specialty roaster. Acme, as far as I know, is the fictional company from the cartoons, so there is no real comparison to make.
glm-5.2Read the answer
No usable answer: the model spent its whole answer budget without writing anything.
gpt-6-astraRead the answer
Both sell specialty coffee online by subscription in Spain. Brisa Roasters is larger, sells to offices and has a wider range; Acme Coffee is smaller, roasts to order in Valencia and ships faster, with a narrower single-origin catalogue.
gpt-6-solRead the answer
Both sell specialty coffee online by subscription in Spain. Brisa Roasters is larger, sells to offices and has a wider range; Acme Coffee is smaller, roasts to order in Valencia and ships faster, with a narrower single-origin catalogue.
gpt-oss-120bRead the answer
Both sell specialty coffee online by subscription in Spain. Brisa Roasters is larger, sells to offices and has a wider range; Acme Coffee is smaller, roasts to order in Valencia and ships faster, with a narrower single-origin catalogue.
gpt-oss-20bRead the answer
They are in different businesses: Brisa Roasters roasts and sells coffee, while Acme Coffee builds the machines roasters use.
llama-3.3-70bRead the answer
Brisa Roasters is a Spanish specialty roaster. Acme, as far as I know, is the fictional company from the cartoons, so there is no real comparison to make.
mistral-mediumRead the answer
Both sell specialty coffee online by subscription in Spain. Brisa Roasters is larger, sells to offices and has a wider range; Acme Coffee is smaller, roasts to order in Valencia and ships faster, with a narrower single-origin catalogue.
mistral-smallRead the answer
I know Brisa Roasters as a Spanish specialty roaster, but I don't have reliable information on Acme Coffee to compare them.
perplexity-sonarRead the answer
Both sell specialty coffee online by subscription in Spain. Brisa Roasters is larger, sells to offices and has a wider range; Acme Coffee is smaller, roasts to order in Valencia and ships faster, with a narrower single-origin catalogue.
qwen3-235bRead the answer
Brisa Roasters sells roasted coffee online in Spain; Acme Coffee runs cafés in Brooklyn. One is a supplier, the other a retailer.
qwen3.5-397bRead the answer
I know Brisa Roasters as a Spanish specialty roaster, but I don't have reliable information on Acme Coffee to compare them.
qwen3.6-27bRead the answer
I know Brisa Roasters as a Spanish specialty roaster, but I don't have reliable information on Acme Coffee to compare them.
qwen3.6-35bRead the answer
Brisa Roasters is a Spanish specialty roaster. Acme, as far as I know, is the fictional company from the cartoons, so there is no real comparison to make.
qwen3.8-27bRead the answer
They are in different businesses: Brisa Roasters roasts and sells coffee, while Acme Coffee builds the machines roasters use.
5 · Method and limits
Question · 6 fixed questions, in English, the same for everyone
API without search · every model answers from memory, with no access to the web or to documents
Model answer · stored verbatim, with its date
Classification · a judge model (qwen3-235b) assigns one of four states and flags the statements worth verifying; automatic classification, without human review
Evidence · every answer is reproduced in full in section 4
This measures
- What each model knows about the brand from its training, asked by API on the date shown.
- In which unbranded questions it names the brand and its competitors.
- Statements about the brand worth verifying, with the model and the date.
This does not measure
- What a user sees in ChatGPT with search, Perplexity or Google AI Mode: that is «Visibility in AI Search», another measurement, with sources, country and interface.
- Traffic or conversions.
- Aggregate sentiment: there is no score.
Models (19). claude-opus-5-5, claude-sonnet-5, deepseek-v4, gemini-3.8-flash, gemma-4-26b, glm-5.2, gpt-6-astra, gpt-6-sol, gpt-oss-120b, gpt-oss-20b, llama-3.3-70b, mistral-medium, mistral-small, perplexity-sonar, qwen3-235b, qwen3.5-397b, qwen3.6-27b, qwen3.6-35b, qwen3.8-27b.
Parameters. temperature 0.7 on the models asked, 1500 answer tokens, no system instructions; judge at temperature 0
The questions, verbatim.
- «What is Acme Coffee? Answer in English, in one paragraph.»
- «What do you make of Acme Coffee? Tell me its strengths and its drawbacks. Answer in English.»
- «Recommend me a specialty coffee subscription for a company in Spain. Name three specific options and say why. Answer in English.»
- «How is the specialty coffee eCommerce industry changing in Europe? Answer in English, in two paragraphs.»
- «What are the alternatives to Acme Coffee? Answer in English.»
- «Acme Coffee versus Brisa Roasters: how do the two differ? Answer in English.»
Coverage. 114 calls: 107 complete answers, 6 with no usable answer, 1 not run because of a temporary provider limit. 63446 tokens in total, input and output.
Limits of this edition.
- One single run per question and model. An isolated answer can vary; the counts in section 3 come from one run.
- Automatic classification by the model qwen3-235b, without human review: a state or a statement may be misassigned.
- 6 of 114 calls came back empty (the model spent its budget thinking, or wrote nothing). Affects: glm-5.2.
- 1 of 114 calls did not run because of a provider failure or a temporary provider limit. Affects: qwen3.5-397b.
Next edition.
- Repeat every question three times per model and publish the mean with its interval.
- Add the separate «Visibility in AI Search» measurement: ChatGPT with search, Perplexity and Google AI Mode, with cited sources, country and interface. It is not mixed with this one.
Measured with Enroutia. The models' statements are reproduced verbatim as evidence and do not constitute facts about the company.