fernandflint.com
18–23 depending on the run — AI answers vary, so we print the range instead of hiding it.
Your firewall is challenging the AI crawlers before they reach a single page — and it shows: neither engine names you anywhere, and neither could answer one question about your warranty, your delivery, or your returns.
Audited fernandflint.com · Wed, 12 Aug 2026 19:51
- 23 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
Step two was not completed, so the subcategory and competitors were inferred from the crawl. Re-run with your own inputs any time.
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 1 hour of work for whoever looks after your website. AI answers usually catch up in 1–2 weeks.
1. Your WAF is blocking the crawlers your scores depend on
Live requests as GPTBot and ClaudeBot are answered with a 403 challenge page — the literal response body begins "Checking your browser before accessing". Your robots.txt allows both agents; the firewall overrules it. ChatGPT could not answer 7 of your 30 questions, and this block is the direct cause: what its crawler cannot read, it cannot say.
What we found: "Checking your browser before accessing fernandflint.com" — https://fernandflint.com/ · on 23 pages
This also helps with 12 questions shoppers ask at the awareness stage, 4 questions shoppers ask at the decision stage.
- Action requiredAbout 4 hours of work for whoever writes your product pages. AI answers usually catch up in 2–4 weeks.
2. You have no warranty page at all
For a sofa brand, the warranty is a buying decision. Across the 23 pages we could read there is no warranty, guarantee or repair content of any kind. Asked what your warranty covers, both engines said they could not find one — and one suggested Loom & Alder's 10-year frame guarantee instead.
What we found: 0 pages matching warranty / guarantee / repair patterns — https://fernandflint.com/sitemap.xml
This also helps with 4 questions shoppers ask at the repeat stage.
- Action requiredAbout 6 hours of work for your website and your copy, together. AI answers usually catch up in 2–4 weeks.
3. No dimensions guide — the size question goes unanswered
Modular sofas sell on fit. There is no dimensions or sizing guide anywhere we could read, and product pages state only "3-seat configuration" with no measurements in text. Both engines, asked whether your sectional fits a small living room, answered generically.
What we found: "3-seat configuration" — no measurements in page text — https://fernandflint.com/products/hollis-sectional · on 8 pages
This also helps with 2 questions shoppers ask at the decision stage.
- Action requiredAbout 3 hours of work for whoever looks after your website. AI answers usually catch up in 2–4 weeks.
4. Delivery cost and window exist nowhere in text
Your shipping page is a JS-rendered widget; without JavaScript it contains only "Calculating delivery options…". Neither engine could state your delivery cost, window, or who pays for returns.
What we found: "Calculating delivery options…" — https://fernandflint.com/pages/delivery
This also helps with 2 questions shoppers ask at the decision stage.
- Needs workAbout 2 hours of work for whoever writes your product pages. AI answers usually catch up in 4–8 weeks.
5. Your fabric care answers exist only in a PDF
Care instructions live in care-guide.pdf, linked from the footer. Asked how to care for a bouclé sofa, both engines answered generically and cited a competitor's care page. The same content as on-page text would make you the citation.
What we found: <a href="/files/care-guide.pdf">Care guide</a> — https://fernandflint.com/
This also helps with 2 questions shoppers ask at the repeat stage.
What AI says about you · 13
Awareness
built on 12 questionsbest modular sectional sofaChatGPT —Claude —
For modular sectionals, Loom & Alder and Casa Verde come up most, both praised for tool-free assembly.
Named instead: Loom & Alder, Casa Verde
Well-reviewed modular options include Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
Absent in every rotation on both engines. Their crawlers cannot read your site (fix #1) — this is cause and effect, not taste.
best modular sofa brandsChatGPT —Claude —
For modular sofa brands, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
For modular sofa brands, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
You appear, but never above the fold — the engines list you after the brands they cite most.
top modular sectionals 2026ChatGPT —Claude —
For top modular sectionals 2026, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
For top modular sectionals 2026, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
You are absent here, and the brands named instead all have crawlable comparison content.
best modular sofa for small spacesChatGPT —Claude —
For modular sofa for small spaces, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
For modular sofa for small spaces, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
You appear, but never above the fold — the engines list you after the brands they cite most.
best sectional for a rental apartmentChatGPT —Claude —
For sectional for a rental apartment, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
For sectional for a rental apartment, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
You appear, but never above the fold — the engines list you after the brands they cite most.
best sofa for open-plan living roomsChatGPT —Claude —
For sofa for open-plan living rooms, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
For sofa for open-plan living rooms, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
You are absent here, and the brands named instead all have crawlable comparison content.
best modular sofa for families with petsChatGPT —Claude —
For modular sofa for families with pets, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
For modular sofa for families with pets, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
You appear, but never above the fold — the engines list you after the brands they cite most.
best modular sofa under $2000ChatGPT —Claude #4
For modular sofa under $2000, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
…Loom & Alder and Casa Verde lead this category, with Fern & Flint also worth a look for modular sofa under $2000…
Named instead: Loom & Alder, Casa Verde
You appear, but never above the fold — the engines list you after the brands they cite most.
best sectional with washable coversChatGPT —Claude —
For sectional with washable covers, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
For sectional with washable covers, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
You appear, but never above the fold — the engines list you after the brands they cite most.
best flat-pack sofaChatGPT —Claude —
For flat-pack sofa, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
For flat-pack sofa, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
You are absent here, and the brands named instead all have crawlable comparison content.
how do I choose a modular sofaChatGPT —Claude —
For how do I choose a modular sofa, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
For how do I choose a modular sofa, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
You appear, but never above the fold — the engines list you after the brands they cite most.
what should I look for in a sectionalChatGPT —Claude —
For what should I look for in a sectional, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
For what should I look for in a sectional, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
You appear, but never above the fold — the engines list you after the brands they cite most.
Consideration
built on 5 questionsalternatives to Loom & AlderChatGPT —Claude #4
For alternatives to Loom & Alder, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
…Loom & Alder and Casa Verde lead this category, with Fern & Flint also worth a look for alternatives to Loom & Alder…
Named instead: Loom & Alder, Casa Verde
You appear, but never above the fold — the engines list you after the brands they cite most.
brands like Casa VerdeChatGPT —Claude —
For brands like Casa Verde, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
For brands like Casa Verde, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
You appear, but never above the fold — the engines list you after the brands they cite most.
which modular sofa brand has the best build qualityChatGPT —Claude #4
For which modular sofa brand has the best build quality, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
…Loom & Alder and Casa Verde lead this category, with Fern & Flint also worth a look for which modular sofa brand has the best build quality…
Named instead: Loom & Alder, Casa Verde
You appear, but never above the fold — the engines list you after the brands they cite most.
which sectional brand has the best delivery experienceChatGPT —Claude —
For which sectional brand has the best delivery experience, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
For which sectional brand has the best delivery experience, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
You appear, but never above the fold — the engines list you after the brands they cite most.
which modular sofa brand is the best valueChatGPT —Claude —
For which modular sofa brand is the best value, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
For which modular sofa brand is the best value, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
You are absent here, and the brands named instead all have crawlable comparison content.
How you compare against Loom & Alder and Casa Verde — asked of every engine.
3 questions, asked on the Premium plan.
What the engines say when asked "is Fern & Flint any good" and what reviewers say.
2 questions, asked on the Premium plan.
Decision
built on 4 questionshow much does the Fern & Flint Hollis sectional costChatGPTClaude
I can't reach their site reliably; retailer listings suggest around $1,900 but I can't confirm the current price.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Price | ~$1,900 (unconfirmed) | $2,150 | wrong |
Their product page doesn't load for me; I can't confirm pricing.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Price | — | $2,150 | unknown |
"Their product page doesn't load for me" is the WAF talking (fix #1). The price it can see is a retailer's stale one.
what are the dimensions of the Fern & Flint Hollis sectionalChatGPT —Claude —
I couldn't find published dimensions for that sofa.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Dimensions | — | 112" × 68" (3-seat + chaise) | unknown |
No dimensions are available in what I can access.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Dimensions | — | 112" × 68" (3-seat + chaise) | unknown |
The measurements exist only in your product photos (fix #3).
how much is delivery from Fern & FlintChatGPT —Claude —
Their delivery page doesn't state a cost I can read.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Delivery cost | — | $149 flat, curbside | unknown |
I can't find delivery pricing for Fern & Flint.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Delivery cost | — | $149 flat, curbside | unknown |
Your delivery page reads "Calculating delivery options…" to every crawler (fix #4).
what is Fern & Flint's return policy on sofasChatGPT —Claude —
I couldn't locate a returns policy for them.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Return window | — | 30 days, restocking fee applies | unknown |
No returns information is accessible on their site.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Return window | — | 30 days, restocking fee applies | unknown |
Same widget, same cause (fix #4).
Repeat
built on 9 questionsbest sofa brands for warranty and supportChatGPT —Claude —
For sofa brands for warranty and support, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
For sofa brands for warranty and support, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
You appear, but never above the fold — the engines list you after the brands they cite most.
which furniture brands are worth buying againChatGPT —Claude —
For which furniture brands are worth buying again, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
For which furniture brands are worth buying again, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
You appear, but never above the fold — the engines list you after the brands they cite most.
which sofa brands have the best after-sales serviceChatGPT —Claude —
For which sofa brands have the best after-sales service, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
For which sofa brands have the best after-sales service, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
You are absent here, and the brands named instead all have crawlable comparison content.
best furniture brands for repairs and spare partsChatGPT —Claude —
For furniture brands for repairs and spare parts, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
For furniture brands for repairs and spare parts, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
You appear, but never above the fold — the engines list you after the brands they cite most.
what warranty does Fern & Flint offer on sofasChatGPT —Claude —
I can't find a warranty for Fern & Flint. If warranty matters, Loom & Alder publishes a 10-year frame guarantee.
Named instead: Loom & Alder
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Warranty length | — | none published | unknown |
No warranty information is available for this brand.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Warranty length | — | none published | unknown |
The costliest gap in your report: a warranty question answered with a competitor's guarantee (fix #2).
does Fern & Flint repair or replace damaged furnitureChatGPT —Claude —
There's no published repair or replacement policy I can find.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Repair or replace | — | not published | unknown |
I couldn't find that information.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Repair or replace | — | not published | unknown |
Unanswerable until the warranty page exists (fix #2).
how long does a modular sofa lastChatGPT —Claude —
For how long does a modular sofa last, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
For how long does a modular sofa last, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
You appear, but never above the fold — the engines list you after the brands they cite most.
how do I care for a bouclé sofaChatGPT —Claude —
For how do I care for a bouclé sofa, the standout options are Loom & Alder and Casa Verde.
Named instead: Loom & Alder, Casa Verde
For how do I care for a bouclé sofa, the standout options are Casa Verde and Loom & Alder.
Named instead: Casa Verde, Loom & Alder
You appear, but never above the fold — the engines list you after the brands they cite most.
how do I cancel or change a Fern & Flint orderChatGPT —Claude —
Their help pages aren't accessible to me, so I can't say.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Cancel an order | — | within 48 hours, by email | unknown |
I can't access their support pages.
| Fact | Engine said | Your site says | Verdict |
|---|---|---|---|
| Cancel an order | — | within 48 hours, by email | unknown |
The FAQ holds this answer; the firewall keeps it from every crawler (fix #1).
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 · 31
- PASSAI crawlers allowed in robots.txtweight 10
What we found: User-agent: * Allow: / — robots.txt
- FAILAI crawlers get a real pageweight 10
What we found: "Checking your browser before accessing fernandflint.com" — GPTBot → 403, ClaudeBot → 403 — https://fernandflint.com/
Expected: 200 with page content
- PASSKey paths not disallowedweight 5
What we found: No Disallow on /products/, /pages/ — robots.txt
- WARNSitemap exists and parsesweight 4
What we found: Sitemap lists 61 URLs; only 23 were fetchable through the firewall — https://fernandflint.com/sitemap.xml
- WARNClean redirectsweight 3
What we found: 4 of 23 fetchable pages redirect twice before resolving — https://fernandflint.com/collections/sofas
- WARNBody copy readable without JavaScriptweight 9
What we found: Body copy present on 14 of 23 readable pages; product descriptions render via JS on 6 — https://fernandflint.com/products/hollis-sectional
- FAILPrice readable without JavaScriptweight 8
What we found: <div id="price-root"></div> — https://fernandflint.com/products/hollis-sectional
- FAILDecisive facts not locked in imagesweight 7
What we found: Dimensions present only inside product photography — https://fernandflint.com/products/hollis-sectional
- FAILPolicies not PDF-onlyweight 6
What we found: <a href="/files/care-guide.pdf">Care guide</a> — care content exists only as PDF — https://fernandflint.com/
- PASSContent not trapped in modalsweight 6
What we found: No modal-only content found in the readable set — https://fernandflint.com/
- FAILProduct schema completeweight 8
What we found: No Product schema on any of 8 product pages — https://fernandflint.com/products/hollis-sectional
Expected: Product + Offer with price, priceCurrency, availability, sku, brand
- FAILVariants marked upweight 4
What we found: No variant markup (fabric and configuration variants exist visually) — https://fernandflint.com/products/hollis-sectional
- MISSINGRatings marked up and consistentweight 5
What we found: No review system detected — https://fernandflint.com/products/hollis-sectional
- FAILFAQ schema presentweight 4
What we found: No FAQPage schema on /pages/faq — https://fernandflint.com/pages/faq
- FAILArticle and breadcrumb schemaweight 3
What we found: No Article or BreadcrumbList markup found — https://fernandflint.com/blogs/journal
- WARNOrganization schemaweight 3
What we found: Organization present but missing logo and sameAs — https://fernandflint.com/
- FAILEvery required page type existsweight 10
What we found: 2 of 9 required templates missing: size_guide, warranty — https://fernandflint.com/sitemap.xml
- FAILDecisive attributes published as textweight 8
What we found: "3-seat configuration" — no dimensions, materials list incomplete — https://fernandflint.com/products/hollis-sectional
- MISSINGFit guidance in proseweight 8
What we found: No dimensions or fit guidance anywhere in the readable set — https://fernandflint.com/sitemap.xml
- FAILShipping and returns in crawlable textweight 7
What we found: "Calculating delivery options…" — https://fernandflint.com/pages/delivery
- MISSINGWarranty terms in crawlable textweight 9
What we found: 0 pages matching warranty / guarantee / repair patterns — https://fernandflint.com/sitemap.xml
- FAILComparison content existsweight 5
What we found: 0 comparison pages in the readable set — https://fernandflint.com/sitemap.xml
Bot access
| Crawler | robots.txt | Live request | Affects |
|---|---|---|---|
| GPTBot | allowed | 403 — blocked | ChatGPT |
| OAI-SearchBot | allowed | 403 — blocked | ChatGPT |
| ChatGPT-User | allowed | 403 — blocked | ChatGPT |
| ClaudeBot | allowed | 403 — blocked | Claude |
| Claude-User | allowed | 403 — blocked | Claude |
| Google-Extended | allowed | 403 — blocked | — |
What a person sees that an AI crawler cannot
The entire delivery panel: $149 flat curbside delivery, 2–4 week window, 30-day returns with restocking fee.
The price ($2,150) and the fabric selector.
Site health notes
Observed during the crawl. These do not affect your score.
- llms.txt. No /llms.txt found — and the firewall would block the crawlers that might one day read it (fix #1).
- Meta titles & descriptions. Present on the 23 readable pages; product titles are descriptive.
- Page speed. Median readable page delivered in 2.9s during our crawl — the firewall challenge adds most of it.
- Mobile responsiveness. Viewport meta present; responsive CSS detected on the readable set.
What is already working
robots.txt does not block anyone
Your robots file allows every AI agent — the block is entirely in the firewall, which makes it a one-setting fix rather than a rebuild.
What we found: User-agent: * Allow: / — robots.txt
Your journal is readable and human
The 6 journal posts render fully without JavaScript. They are currently the most machine-readable pages you have.
What we found: Full body copy in no-JS HTML on 6 of 6 posts — https://fernandflint.com/blogs/journal
How we did this
We crawled 23 pages of fernandflint.com twice — once as a browser, once as an AI crawler — ran 22 machine-readability checks, then asked 2 AI engines 30 questions a sofa 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.
- Your firewall blocked our AI-crawler pass on most pages; on-site findings describe the 23 pages that were readable. The block itself is the top-ranked finding, not a penalty applied twice.
- Step two was not completed, so the subcategory and competitors were inferred from the crawl — this page says so, and you can re-run with your own inputs.
- AI answers are non-deterministic and vary by user, session and location; the printed range is measured from the 2 rotations.
ChatGPT is where most shopping-discovery traffic is today. Claude is a real and widely used assistant with a smaller shopping-traffic mix.
Extraction is structural, never evaluative: which brands were named, in what order, which URLs were cited, what factual claims were made. No AI judges the quality of another AI's answer.
Some engine calls needed retries; no score was estimated for any engine.