copperleafcoffee.com
55–61 depending on the run — AI answers vary, so we print the range instead of hiding it.
AI can find you but cannot sell you: both engines skip you in espresso-bean rankings, and neither can say what your subscription costs or how to pause it — the terms live inside a popup no crawler can open.
Audited copperleafcoffee.com · Wed, 12 Aug 2026 09:09
- 47 pages read
- two ways each — as a browser, and as an AI crawler
- 30 questions asked
- We asked each question 2 times on 2 different AI assistants, so nothing rests on a single answer — 120 answers in all
- Models used
- GPT-5.6 Luna · Claude Sonnet 5
- Stored
- every answer, in full, and available on request
Where you stand
You are named 54.5% of the time — rank 2 of 14 brands the engines named
Counted across 44 answers. A brand counts once per answer, however often it is repeated there.
Also named, and set aside as not something a shopper buys instead of you: GORE-TEX. They are materials, retailers, marketplaces or publications — every mention is still stored, they are simply not rivals.
Not every engine agrees
How often each engine named you, out of the answers it gave.
Where the journey breaks
The four buying stages, scored separately — the lowest is where you lose the sale.
How the engines talk about you, in the 24 answers that named you
- Positive15 of 24
- Neutral6 of 24
- Hedged1 of 24
- Negative2 of 24
The questions where the tone was not positive — the questions themselves, not a summary of them. Each is answered in full further down.
- hedged “best waterproof sneakers for wide feet” · ChatGPT
Start with these 5
- Action requiredAbout 3 hours of work for whoever looks after your website. AI answers usually catch up in 2–4 weeks (next recrawl of your policy pages).
1. Your subscription terms are invisible to every AI crawler
Your subscribe-and-save discount, skip and cancel rules exist only inside the "Manage plan" popup on /pages/subscription — a JS modal with no address of its own. In the no-JS fetch that page contains the words "Loading your plan options…" and nothing else. Both engines, asked six subscription facts, got four of them wrong or blank.
What we found: "Loading your plan options…" — https://copperleafcoffee.com/pages/subscription
This also helps with 5 questions shoppers ask at the repeat stage.
- Action requiredAbout 1 hour of work for whoever writes your product pages. AI answers usually catch up in 1–2 weeks.
2. Free-shipping threshold exists only inside a banner image
Your $40 free-shipping threshold appears once on the site — inside hero-banner-2.png, whose alt text reads "banner". Asked what shipping costs, ChatGPT answered "around $6–8" (it is $5.95 flat, free over $40) and Claude answered that it could not find a figure.
What we found: alt="banner" — https://copperleafcoffee.com/
This also helps with 2 questions shoppers ask at the decision stage.
- Needs workAbout 6 hours of work for whoever writes your product pages. AI answers usually catch up in 4–8 weeks.
3. No comparison or how-to-choose content anywhere on the site
Across 47 pages there is no page that helps a buyer choose between espresso beans — no roast comparison, no "how to choose", nothing naming an alternative. Both engines answered every comparison question from competitor pages: 9 of 10 citations on those questions point at Brew & Bloom's "Espresso, compared" guide.
What we found: 0 pages matching how-to-choose / comparison patterns — https://copperleafcoffee.com/sitemap.xml · on 47 pages
This also helps with 4 questions shoppers ask at the consideration stage, 2 questions shoppers ask at the awareness stage.
- Needs workAbout 2 hours of work for whoever looks after your website. AI answers usually catch up in 2–4 weeks.
4. Product pages lose their price when JavaScript is off
On all 6 sampled product pages the price renders through a client-side script; the no-JS HTML shows an empty <span>. Your Product schema still carries the price, which is why this is a warn rather than a fail — but any crawler that reads the page body and not the schema sees beans with no price.
What we found: <span class="price"></span> — https://copperleafcoffee.com/products/ridgeline-espresso · on 6 pages
<span class="price">$21.00</span> <!-- render server-side, not via JS -->
This also helps with 1 question shoppers ask at the decision stage.
- Needs workAbout 4 hours of work for whoever writes your product pages. AI answers usually catch up in 4–8 weeks.
5. Your brew guides answer questions AI is already being asked
Asked "how long does a bag of espresso beans last", both engines answered generically and cited no one. Your blog already holds the answer ("about three weeks at a shot a day" in the Ridgeline tasting notes) — it is just buried in a product story rather than stated on a page a crawler would match to the question.
What we found: "about three weeks at a shot a day" — https://copperleafcoffee.com/blogs/notes/ridgeline-story
This also helps with 2 questions shoppers ask at the repeat stage.
What AI says about you · 53
Awareness
built on 12 questionsbest single-origin espresso beansChatGPT —Claude #5
For single-origin espresso, the names that come up most are Brew & Bloom for their Ethiopian lots, Tarn Roasters for consistency, and Morningtide for value.
Named instead: Brew & Bloom, Tarn Roasters, Morningtide Coffee
Strong options include Brew & Bloom and Tarn Roasters; Copperleaf Coffee is also worth considering if you prefer lighter roasts.
Named instead: Brew & Bloom, Tarn Roasters
The one question every buyer in your category asks, and one engine never names you. The brands named instead all have comparison content you lack (see fix #3).
best single-origin espresso bean brandsChatGPT —Claude —
For single-origin espresso bean brands, the standout options are Morningtide Coffee and Brew & Bloom.
Named instead: Morningtide Coffee, Brew & Bloom
For single-origin espresso bean brands, the standout options are Brew & Bloom and Tarn Roasters.
Named instead: Brew & Bloom, Tarn Roasters
You appear, but never above the fold — the engines list you after the brands they cite most.
top single-origin espresso beans 2026ChatGPT #5Claude —
…Brew & Bloom and Tarn Roasters lead this category, with Copperleaf Coffee also worth a look for top single-origin espresso beans 2026…
Named instead: Brew & Bloom, Tarn Roasters
For top single-origin espresso beans 2026, the standout options are Tarn Roasters and Morningtide Coffee.
Named instead: Tarn Roasters, Morningtide Coffee
You are absent here, and the brands named instead all have crawlable comparison content.
best low-acid single-origin espresso beansChatGPT —Claude #4
For low-acid single-origin espresso beans, the standout options are Tarn Roasters and Morningtide Coffee.
Named instead: Tarn Roasters, Morningtide Coffee
…Morningtide Coffee and Brew & Bloom lead this category, with Copperleaf Coffee also worth a look for low-acid single-origin espresso beans…
Named instead: Morningtide Coffee, Brew & Bloom
You appear, but never above the fold — the engines list you after the brands they cite most.
best dark roast single-origin espresso beansChatGPT —Claude —
For dark roast single-origin espresso beans, the standout options are Morningtide Coffee and Brew & Bloom.
Named instead: Morningtide Coffee, Brew & Bloom
For dark roast single-origin espresso beans, the standout options are Brew & Bloom and Tarn Roasters.
Named instead: Brew & Bloom, Tarn Roasters
You appear, but never above the fold — the engines list you after the brands they cite most.
best decaf single-origin espresso beansChatGPT #5Claude —
…Brew & Bloom and Tarn Roasters lead this category, with Copperleaf Coffee also worth a look for decaf single-origin espresso beans…
Named instead: Brew & Bloom, Tarn Roasters
For decaf single-origin espresso beans, the standout options are Tarn Roasters and Morningtide Coffee.
Named instead: Tarn Roasters, Morningtide Coffee
You are absent here, and the brands named instead all have crawlable comparison content.
best fresh-roasted espresso beansChatGPT —Claude #2
For fresh-roasted espresso beans, the standout options are Tarn Roasters and Morningtide Coffee.
Named instead: Tarn Roasters, Morningtide Coffee
…Morningtide Coffee and Brew & Bloom lead this category, with Copperleaf Coffee also worth a look for fresh-roasted espresso beans…
Named instead: Morningtide Coffee, Brew & Bloom
You appear, but never above the fold — the engines list you after the brands they cite most.
best espresso beans for home espresso machinesChatGPT —Claude #4
For espresso beans for home espresso machines, the standout options are Tarn Roasters and Morningtide Coffee.
Named instead: Tarn Roasters, Morningtide Coffee
…Morningtide Coffee and Brew & Bloom lead this category, with Copperleaf Coffee also worth a look for espresso beans for home espresso machines…
Named instead: Morningtide Coffee, Brew & Bloom
You appear, but never above the fold — the engines list you after the brands they cite most.
best espresso beans for milk drinksChatGPT —Claude —
For espresso beans for milk drinks, the standout options are Morningtide Coffee and Brew & Bloom.
Named instead: Morningtide Coffee, Brew & Bloom
For espresso beans for milk drinks, the standout options are Brew & Bloom and Tarn Roasters.
Named instead: Brew & Bloom, Tarn Roasters
You appear, but never above the fold — the engines list you after the brands they cite most.
best espresso beans for cold brewChatGPT #5Claude —
…Brew & Bloom and Tarn Roasters lead this category, with Copperleaf Coffee also worth a look for espresso beans for cold brew…
Named instead: Brew & Bloom, Tarn Roasters
For espresso beans for cold brew, the standout options are Tarn Roasters and Morningtide Coffee.
Named instead: Tarn Roasters, Morningtide Coffee
You are absent here, and the brands named instead all have crawlable comparison content.
how do I choose single-origin espresso beansChatGPT —Claude #4
For how do I choose single-origin espresso beans, the standout options are Tarn Roasters and Morningtide Coffee.
Named instead: Tarn Roasters, Morningtide Coffee
…Morningtide Coffee and Brew & Bloom lead this category, with Copperleaf Coffee also worth a look for how do I choose single-origin espresso beans…
Named instead: Morningtide Coffee, Brew & Bloom
You appear, but never above the fold — the engines list you after the brands they cite most.
what should I look for in single-origin espresso beansChatGPT —Claude —
For what should I look for in single-origin espresso beans, the standout options are Morningtide Coffee and Brew & Bloom.
Named instead: Morningtide Coffee, Brew & Bloom
For what should I look for in single-origin espresso beans, the standout options are Brew & Bloom and Tarn Roasters.
Named instead: Brew & Bloom, Tarn Roasters
You appear, but never above the fold — the engines list you after the brands they cite most.
Consideration
built on 5 questionsalternatives to Brew & BloomChatGPT —Claude #4
For alternatives to Brew & Bloom, the standout options are Tarn Roasters and Morningtide Coffee.
Named instead: Tarn Roasters, Morningtide Coffee
…Morningtide Coffee and Brew & Bloom lead this category, with Copperleaf Coffee also worth a look for alternatives to Brew & Bloom…
Named instead: Morningtide Coffee, Brew & Bloom
You appear, but never above the fold — the engines list you after the brands they cite most.
brands like Tarn RoastersChatGPT #4Claude —
…Morningtide Coffee and Brew & Bloom lead this category, with Copperleaf Coffee also worth a look for brands like Tarn Roasters…
Named instead: Morningtide Coffee, Brew & Bloom
For brands like Tarn Roasters, the standout options are Brew & Bloom and Tarn Roasters.
Named instead: Brew & Bloom, Tarn Roasters
You appear, but never above the fold — the engines list you after the brands they cite most.
which espresso bean brand has the best freshness guaranteeChatGPT —Claude #4
For which espresso bean brand has the best freshness guarantee, the standout options are Tarn Roasters and Morningtide Coffee.
Named instead: Tarn Roasters, Morningtide Coffee
…Morningtide Coffee and Brew & Bloom lead this category, with Copperleaf Coffee also worth a look for which espresso bean brand has the best freshness guarantee…
Named instead: Morningtide Coffee, Brew & Bloom
You appear, but never above the fold — the engines list you after the brands they cite most.
which espresso bean brand has the best sourcing transparencyChatGPT #4Claude —
…Morningtide Coffee and Brew & Bloom lead this category, with Copperleaf Coffee also worth a look for which espresso bean brand has the best sourcing transparency…
Named instead: Morningtide Coffee, Brew & Bloom
For which espresso bean brand has the best sourcing transparency, the standout options are Brew & Bloom and Tarn Roasters.
Named instead: Brew & Bloom, Tarn Roasters
You appear, but never above the fold — the engines list you after the brands they cite most.
which espresso bean brand is the best valueChatGPT #5Claude #6
…Brew & Bloom and Tarn Roasters lead this category, with Copperleaf Coffee also worth a look for which espresso bean brand is the best value…
Named instead: Brew & Bloom, Tarn Roasters
…Tarn Roasters and Morningtide Coffee lead this category, with Copperleaf Coffee also worth a look for which espresso bean brand is the best value…
Named instead: Tarn Roasters, Morningtide Coffee
You are absent here, and the brands named instead all have crawlable comparison content.
How you compare against Brew & Bloom, Tarn Roasters and Morningtide Coffee — asked of every engine.
3 questions, asked on the Premium plan.
What the engines say when asked "is Copperleaf Coffee any good" and what reviewers say.
2 questions, asked on the Premium plan.
Decision
built on 4 questionshow much do Copperleaf Coffee espresso beans cost and are they in stockChatGPTClaude
Copperleaf's espresso beans run about $21 for a 12oz bag and appear to be in stock.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Price | $21 / 12oz | $21.00 / 12oz | correct |
| In stock | yes | yes | correct |
A 12oz bag of Copperleaf Ridgeline is $19 on their site.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Price | $19 / 12oz | $21.00 / 12oz | outdated |
| In stock | — | yes | unknown |
Claude is quoting your March price. Your price lives in JS (fix #4) — schema is what kept ChatGPT right.
what roast level and origin are Copperleaf Coffee espresso beansChatGPTClaude
Ridgeline is a medium roast from Huila, Colombia; Harbor Blend is their darker option.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Roast & origin | medium, Huila (Colombia) | medium, Huila (Colombia) | correct |
Copperleaf focuses on single-origin lots; their flagship espresso is Colombian, medium roast.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Roast & origin | medium, Colombia | medium, Huila (Colombia) | correct |
The one block you own outright — your spec text is crawlable and both engines read it.
how much is shipping at Copperleaf Coffee and when would it arriveChatGPTClaude
Shipping looks to be around $6–8 for standard delivery; I couldn't find a free-shipping threshold.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Shipping cost | $6–8 | $5.95 flat | wrong |
| Free-shipping threshold | — | $40 | unknown |
Their shipping page lists standard delivery but no clear price; most orders seem to arrive in 3–5 days.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Shipping cost | — | $5.95 flat | unknown |
| Delivery window | 3–5 days | 3–5 business days | correct |
Your threshold is in an image (fix #2). Both engines read the right page and still could not answer.
what is Copperleaf Coffee's return policyChatGPTClaude
Unopened bags can be returned within 30 days; opened bags are covered by their taste guarantee.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Return window | 30 days | 30 days | correct |
Copperleaf offers a 30-day return window on unopened product.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Return window | 30 days | 30 days | correct |
Owned. Your refund policy is plain crawlable text — this is what the subscription page should look like.
Repeat
built on 9 questionsbest espresso bean subscriptionChatGPT —Claude #4
For espresso bean subscription, the standout options are Tarn Roasters and Morningtide Coffee.
Named instead: Tarn Roasters, Morningtide Coffee
…Morningtide Coffee and Brew & Bloom lead this category, with Copperleaf Coffee also worth a look for espresso bean subscription…
Named instead: Morningtide Coffee, Brew & Bloom
You appear, but never above the fold — the engines list you after the brands they cite most.
which coffee brands have subscribe and saveChatGPT #4Claude —
…Morningtide Coffee and Brew & Bloom lead this category, with Copperleaf Coffee also worth a look for which coffee brands have subscribe and save…
Named instead: Morningtide Coffee, Brew & Bloom
For which coffee brands have subscribe and save, the standout options are Brew & Bloom and Tarn Roasters.
Named instead: Brew & Bloom, Tarn Roasters
You appear, but never above the fold — the engines list you after the brands they cite most.
cheapest way to buy espresso beans regularlyChatGPT #5Claude #6
…Brew & Bloom and Tarn Roasters lead this category, with Copperleaf Coffee also worth a look for cheapest way to buy espresso beans regularly…
Named instead: Brew & Bloom, Tarn Roasters
…Tarn Roasters and Morningtide Coffee lead this category, with Copperleaf Coffee also worth a look for cheapest way to buy espresso beans regularly…
Named instead: Tarn Roasters, Morningtide Coffee
You are absent here, and the brands named instead all have crawlable comparison content.
best coffee subscription for espresso drinkersChatGPT —Claude #2
For coffee subscription for espresso drinkers, the standout options are Tarn Roasters and Morningtide Coffee.
Named instead: Tarn Roasters, Morningtide Coffee
…Morningtide Coffee and Brew & Bloom lead this category, with Copperleaf Coffee also worth a look for coffee subscription for espresso drinkers…
Named instead: Morningtide Coffee, Brew & Bloom
You appear, but never above the fold — the engines list you after the brands they cite most.
does Copperleaf Coffee have a subscription and what does it includeChatGPTClaude —
They appear to offer a subscription, but I can't find the discount or whether you can skip a delivery.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Subscription exists | probably | yes | outdated |
| Discount | — | 12% | unknown |
| Skip a delivery | — | yes | unknown |
I don't see a subscription program for Copperleaf; Brew & Bloom runs a well-documented subscribe-and-save at 15%.
Named instead: Brew & Bloom
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Subscription exists | no | yes | wrong |
| Discount | — | 12% | unknown |
| Cancel anytime | — | yes | unknown |
The costliest wrong answer in your report: a ready-to-subscribe customer asking Claude gets sent to Brew & Bloom. Your program exists — it is just sealed inside a modal (fix #1).
can I pause or cancel a Copperleaf Coffee subscriptionChatGPTClaude —
Their help page mentions managing your plan from your account, but the pause and cancel rules aren't stated.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Pause | — | yes | unknown |
| Cancel | — | anytime | unknown |
I couldn't find pause or cancellation terms for Copperleaf.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Pause | — | yes | unknown |
| Cancel | — | anytime | unknown |
Same root cause as above — one fix repairs all five of these answers.
how long does a 12oz bag of espresso beans lastChatGPT —Claude —
Roughly 2–4 weeks at a couple of shots a day, depending on dose.
A 12oz bag is typically 16–20 double shots.
Nobody owns this answer — an opening, not a failure. Your blog already holds it (fix #5).
how often should I reorder espresso beansChatGPT —Claude —
Most espresso drinkers reorder every three to four weeks for freshness.
Every 2–4 weeks; beans are best 7–21 days off roast.
Open. A single freshness-timeline page would make you the citation for both timing questions.
how do I cancel or change a Copperleaf Coffee orderChatGPTClaude
Email hello@copperleafcoffee.com within 2 hours of ordering to change or cancel.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Cancel an order | within 2 hours, by email | within 2 hours, by email | correct |
Their FAQ says order changes are possible within two hours of purchase.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Cancel an order | within 2 hours | within 2 hours, by email | correct |
Owned — your FAQ is crawlable text and both engines quote it.
Where AI looks · 9 sources
The engines did not answer from memory. Across 22 answers they cited 9 sources, and your own site was one of them 6 times. 3 of those sources never named you once — the engines read them and found somebody else. That is the opening, and the list below starts there.
Which 9 sources the engines leaned on, and who they found there — named, ranked, and counted.
Premium lists every source with the answers it appeared in, how many named you, and which rivals turned up in your place.
Where to work, off your own site · 3
Everything in the list above this one is work on your own website. These are not: they are the places the engines already read when they answered about your category, and did not find you.
Up to 3 sources the engines read without ever naming you — named, with what they found there instead.
Premium ranks them by how many answers you were absent from, and prints the rivals found in your place.
The pages behind the answers
Not domains — the actual articles the engines pulled from, most-cited first. These are the pages a shopper's answer was assembled out of.
- 9The 10 best options, testedhttps://www.healthline.com/bestthird party
What AI can read on your site · 66
- PASSAI crawlers allowed in robots.txtweight 10
What we found: User-agent: * Allow: / — robots.txt
Expected: No Disallow for GPTBot, ClaudeBot, Google-Extended
- PASSAI crawlers get a real pageweight 10
What we found: GPTBot → 200 · ClaudeBot → 200 · Google-Extended → 200 — https://copperleafcoffee.com/
- PASSKey paths not disallowedweight 5
What we found: No Disallow rules on /products/, /blogs/, /pages/ — robots.txt
- PASSSitemap exists and parsesweight 4
What we found: 47 URLs across products, collections, pages, blogs — https://copperleafcoffee.com/sitemap.xml
- PASSClean redirectsweight 3
What we found: 47 of 47 sampled URLs returned 200 directly — https://copperleafcoffee.com/sitemap.xml
- PASSBody copy readable without JavaScriptweight 9
What we found: Body copy present in no-JS HTML on 45 of 47 pages — https://copperleafcoffee.com/
- WARNPrice readable without JavaScriptweight 8
What we found: <span class="price"></span> — https://copperleafcoffee.com/products/ridgeline-espresso
Expected: Server-rendered price text
- FAILDecisive facts not locked in imagesweight 7
What we found: alt="banner" (free-shipping threshold in hero-banner-2.png) — https://copperleafcoffee.com/
- PASSPolicies not PDF-onlyweight 6
What we found: No policy content served as PDF — https://copperleafcoffee.com/policies/refund-policy
- FAILContent not trapped in modalsweight 6
What we found: "Loading your plan options…" — subscription terms only inside #subscription-modal-root — https://copperleafcoffee.com/pages/subscription
- PASSProduct schema completeweight 8
What we found: Product + Offer with price, priceCurrency, availability, sku, brand on 9 of 9 products — https://copperleafcoffee.com/products/ridgeline-espresso
- WARNVariants marked upweight 4
What we found: Grind variants present on 5 of 9 products — https://copperleafcoffee.com/products/harbor-blend
- PASSRatings marked up and consistentweight 5
What we found: AggregateRating 4.8 (312) matches visible count "312 reviews" — https://copperleafcoffee.com/products/ridgeline-espresso
- FAILFAQ schema presentweight 4
What we found: No FAQPage schema on /pages/faq — https://copperleafcoffee.com/pages/faq
Expected: FAQPage with mainEntity
- PASSArticle and breadcrumb schemaweight 3
What we found: Article on 12 of 12 posts; BreadcrumbList site-wide — https://copperleafcoffee.com/blogs/notes
- PASSOrganization schemaweight 3
What we found: Organization with name, logo, sameAs (3 profiles) — https://copperleafcoffee.com/
- PASSEvery required page type existsweight 10
What we found: 8 of 8 required templates found for coffee & tea — https://copperleafcoffee.com/sitemap.xml
- PASSDecisive attributes published as textweight 8
What we found: Origin, roast level, process, tasting notes on 9 of 9 products — https://copperleafcoffee.com/products/ridgeline-espresso
- WARNUsage guidance in proseweight 8
What we found: Brew guidance exists but only inside product stories, not a guide page — https://copperleafcoffee.com/blogs/notes/ridgeline-story
- WARNShipping and returns in crawlable textweight 7
What we found: Return window in text; shipping cost and threshold absent from text — https://copperleafcoffee.com/policies/shipping-policy
- FAILProgram terms in crawlable textweight 9
What we found: "Loading your plan options…" — https://copperleafcoffee.com/pages/subscription
Expected: Discount, cadence, skip, pause, cancel as text
- FAILComparison content existsweight 5
What we found: 0 pages matching how-to-choose / comparison patterns — https://copperleafcoffee.com/sitemap.xml
Bot access
| Crawler | robots.txt | Live request | Affects |
|---|---|---|---|
| GPTBot | allowed | 200 | — |
| OAI-SearchBot | allowed | 200 | — |
| ChatGPT-User | allowed | 200 | — |
| ClaudeBot | allowed | 200 | — |
| Claude-User | allowed | 200 | — |
| Google-Extended | allowed | 200 | — |
What a person sees that an AI crawler cannot
The entire plan panel: 12% discount, 2/4/6-week cadence, skip, pause, cancel anytime.
The price ($21.00) and the low-stock badge.
Site health notes
Observed during the crawl. These do not affect your score.
- llms.txt. No /llms.txt found. No engine currently documents reading it — nothing to fix, noted for the record.
- Meta titles & descriptions. Present and descriptive on 45 of 47 pages; two blog posts share the same title.
- Page speed. Median page delivered in 1.1s during our crawl. Not scored — stated as an observation.
- Mobile responsiveness. Viewport meta and responsive CSS present site-wide.
What is already working
Your product schema is complete, and it is carrying you
All 9 products publish Product + Offer with price, availability, sku and brand. It is the reason ChatGPT quoted your price correctly while your page text hid it.
What we found: Product + Offer complete on 9 of 9 products — https://copperleafcoffee.com/products/ridgeline-espresso
Every AI crawler you are scored on can reach you
robots.txt allows all six AI agents and live requests return 200 — no WAF challenge, no block. Do not break this.
What we found: GPTBot → 200 · ClaudeBot → 200 — https://copperleafcoffee.com/
Your refund policy is the model your other policies should copy
Plain crawlable text; both engines answered the returns question correctly from it, in both rotations.
What we found: "Unopened bags may be returned within 30 days" — https://copperleafcoffee.com/policies/refund-policy
How we did this
We crawled 47 pages of copperleafcoffee.com twice — once as a browser, once as an AI crawler — ran 22 machine-readability checks, then asked 2 AI engines 30 questions a coffee buyer asks, twice each, and read all 120 answers. Every raw answer is stored and available on request.
- We cannot observe how many people ask these questions, so the Repeat stage scores correctness and presence, not traffic.
- AI answers are non-deterministic and vary by user, session and location; the stability range on the score is measured from the 2 rotations, not assumed.
- This Free report asks 30 of the 40 questions a Premium report asks, at 2 rotations rather than 4, on second-tier models. Question counts are printed on every stage.
ChatGPT is where most shopping-discovery traffic is today. Claude is a real and widely used assistant, but carries less shopping-discovery traffic — a low score there is worth fixing, not worth panicking over.
Extraction is structural, never evaluative: we record which brands were named, in what order, which URLs were cited and what factual claims were made. No AI judges the quality of another AI's answer.
The competitor questions are the ones this report could not ask
A Premium report asks the engines directly how you stack up against Brew & Bloom, Tarn Roasters and Morningtide Coffee — 5 more questions, 4 rotations, flagship models — and shows every word of the answers.
See what Premium adds