Shelf Checkby CadenceAI visibility report

saltfern.com

In the set

6772 depending on the run — AI answers vary, so we print the range instead of hiding it.

You are in the conversation but losing the head-to-heads: three of four engines put Velvet Moss above you on mineral sunscreen, and all three cite their SPF comparison table — a page you do not have.

78 on-site · what AI can read on your site · 2 fixes
64 off-site · what AI says about you · 3 fixes

Audited saltfern.com · Wed, 12 Aug 2026 15:32

88 pages read
two ways each — as a browser, and as an AI crawler
40 questions asked
We asked each question 4 times on 4 different AI assistants, so nothing rests on a single answer — 640 answers in all
Models used
GPT-5.6 Sol · Claude Opus 5 · Gemini 2.0 Pro · Google's own surface (no model)
Stored
every answer, in full, and available on request

Where you stand

You are named 72.7% of the time — rank 1 of 14 brands the engines named

Counted across 44 answers. A brand counts once per answer, however often it is repeated there.

2. Example Brand54.5% you1. Rival One70.5%

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.

ChatGPT63.6%14/22Gemini45.5%10/22

Where the journey breaks

The four buying stages, scored separately — the lowest is where you lose the sale.

60Awareness12 questions66Consideration10 questions68Decision8 questions65Repeat10 questions

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.

  • hedgedbest waterproof sneakers for wide feet · ChatGPT

Start with these 5

  1. Action requiredAbout 8 hours of work for whoever writes your product pages. AI answers usually catch up in 4–8 weeks.

    1. Velvet Moss wins your comparisons with one page you lack

    In all 3 head-to-head questions, every engine that ranked Velvet Moss above you cited the same URL: their "Mineral vs chemical, compared" table. Across your 88 pages there is no comparison content at all. This is the single page doing the most damage to your Consideration score.

    What we found: 9 of 12 competitor-favourable answers cite velvetmoss.com/pages/mineral-vs-chemicalhttps://velvetmoss.com/pages/mineral-vs-chemical · on 9 pages

    This also helps with 6 questions shoppers ask at the consideration stage, 3 questions shoppers ask at the awareness stage.

  2. Action requiredAbout 2 hours of work for whoever writes your product pages. AI answers usually catch up in 1–2 weeks.

    2. Your reapplication guidance is a JPG, and engines misquote your SPF

    Your usage panel ("apply 15 minutes before sun, reapply every 2 hours") exists only inside usage-guide.jpg with alt text "usage". Gemini told a shopper your SPF 40 lotion is SPF 30 — the correct figure is in the image its crawler cannot read, and nowhere else on the page as text.

    What we found: alt="usage"https://saltfern.com/products/daily-mineral-spf40 · on 4 pages

    This also helps with 3 questions shoppers ask at the decision stage.

  3. Action requiredAbout 3 hours of work for your website and your copy, together. AI answers usually catch up in 2–4 weeks.

    3. Your refill program is described everywhere except in crawlable text

    Three engines answered the refill-subscription questions with "unclear" or an old 10% figure (it is 15% since June). The current terms appear only in the account portal after login. A public /pages/refills with the discount, cadence and cancel rules is the fix.

    What we found: "Log in to manage your refill plan"https://saltfern.com/pages/refills

    This also helps with 4 questions shoppers ask at the repeat stage.

  4. Needs workAbout 1 hour of work for whoever looks after your website. AI answers usually catch up in 1–2 weeks.

    4. Review schema disagrees with your visible review count

    Your product pages show "1,204 reviews" but the AggregateRating block says 986 — a stale snapshot from your last theme update. Engines that read schema see a smaller, older review base than your customers do.

    What we found: "reviewCount": 986 vs visible "1,204 reviews"https://saltfern.com/products/daily-mineral-spf40

    "aggregateRating": { "ratingValue": 4.7, "reviewCount": 1204 }

    This also helps with 2 questions shoppers ask at the consideration stage.

  5. Needs workAbout 3 hours of work for whoever writes your product pages. AI answers usually catch up in 4–8 weeks.

    5. Nobody owns "how long does a tube last" — and you could

    All four engines answered the consumption-timing questions generically, citing no brand. Your FAQ already says a 50ml tube lasts about six weeks of daily face use — promote it to a crawlable guide and you become the citation.

    What we found: "about six weeks of daily use"https://saltfern.com/pages/faq

    This also helps with 2 questions shoppers ask at the repeat stage.

What AI says about you · 64

60

Awareness

built on 12 questions
best mineral sunscreenChatGPT #2Claude #3Gemini #4Google AI Overviews
ChatGPTnamed · position 2positivethe same 4 times out of 4
Velvet Moss and Saltfern lead for mineral formulas; Saltfern's SPF 40 is the pick for daily wear under makeup.

Named instead: Velvet Moss

Claudenamed · position 3neutralthe same 3 times out of 4
Well-regarded mineral options include Velvet Moss, Cloudberry and Saltfern.

Named instead: Velvet Moss, Cloudberry Skincare

Gemininamed · position 4neutralthe same 3 times out of 4
Top mineral sunscreens: Velvet Moss, Hearthside Skin, then Saltfern for sensitive skin.

Named instead: Velvet Moss, Hearthside Skin

Google AI Overviewsabsentthe same 3 times out of 4
Popular mineral sunscreens include Velvet Moss and Hearthside Skin, praised for non-greasy zinc formulas.

Named instead: Velvet Moss, Hearthside Skin

Three of four engines place you — but always behind Velvet Moss, and always for the same cited reason (fix #1).

best mineral sunscreen brandsChatGPT #4ClaudeGemini #6Google AI Overviews #2
ChatGPTnamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for mineral sunscreen brands…

Named instead: Cloudberry Skincare, Velvet Moss

Claudeabsentthe same 3 times out of 4
For mineral sunscreen brands, the standout options are Velvet Moss and Hearthside Skin.

Named instead: Velvet Moss, Hearthside Skin

Gemininamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for mineral sunscreen brands…

Named instead: Hearthside Skin, Cloudberry Skincare

Google AI Overviewsnamed · position 2neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for mineral sunscreen brands…

Named instead: Cloudberry Skincare, Velvet Moss

You appear, but never above the fold — the engines list you after the brands they cite most.

top mineral sunscreens 2026ChatGPT #5Claude #6GeminiGoogle AI Overviews #3
ChatGPTnamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for top mineral sunscreens 2026…

Named instead: Velvet Moss, Hearthside Skin

Claudenamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for top mineral sunscreens 2026…

Named instead: Hearthside Skin, Cloudberry Skincare

Geminiabsentthe same 3 times out of 4
For top mineral sunscreens 2026, the standout options are Cloudberry Skincare and Velvet Moss.

Named instead: Cloudberry Skincare, Velvet Moss

Google AI Overviewsnamed · position 3neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for top mineral sunscreens 2026…

Named instead: Velvet Moss, Hearthside Skin

You are absent here, and the brands named instead all have crawlable comparison content.

best mineral sunscreen for sensitive skinChatGPTClaude #4Gemini #5Google AI Overviews
ChatGPTabsentthe same 3 times out of 4
For mineral sunscreen for sensitive skin, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

Claudenamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for mineral sunscreen for sensitive skin…

Named instead: Cloudberry Skincare, Velvet Moss

Gemininamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for mineral sunscreen for sensitive skin…

Named instead: Velvet Moss, Hearthside Skin

Google AI Overviewsabsentthe same 3 times out of 4
For mineral sunscreen for sensitive skin, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

You appear, but never above the fold — the engines list you after the brands they cite most.

best mineral sunscreen for acne-prone skinChatGPT #4ClaudeGemini #6Google AI Overviews #2
ChatGPTnamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for mineral sunscreen for acne-prone skin…

Named instead: Cloudberry Skincare, Velvet Moss

Claudeabsentthe same 3 times out of 4
For mineral sunscreen for acne-prone skin, the standout options are Velvet Moss and Hearthside Skin.

Named instead: Velvet Moss, Hearthside Skin

Gemininamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for mineral sunscreen for acne-prone skin…

Named instead: Hearthside Skin, Cloudberry Skincare

Google AI Overviewsnamed · position 2neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for mineral sunscreen for acne-prone skin…

Named instead: Cloudberry Skincare, Velvet Moss

You appear, but never above the fold — the engines list you after the brands they cite most.

best mineral sunscreen for dark skin tonesChatGPT #5Claude #6GeminiGoogle AI Overviews #3
ChatGPTnamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for mineral sunscreen for dark skin tones…

Named instead: Velvet Moss, Hearthside Skin

Claudenamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for mineral sunscreen for dark skin tones…

Named instead: Hearthside Skin, Cloudberry Skincare

Geminiabsentthe same 3 times out of 4
For mineral sunscreen for dark skin tones, the standout options are Cloudberry Skincare and Velvet Moss.

Named instead: Cloudberry Skincare, Velvet Moss

Google AI Overviewsnamed · position 3neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for mineral sunscreen for dark skin tones…

Named instead: Velvet Moss, Hearthside Skin

You are absent here, and the brands named instead all have crawlable comparison content.

best mineral sunscreen for rosaceaChatGPTClaude #2Gemini #3Google AI Overviews
ChatGPTabsentthe same 3 times out of 4
For mineral sunscreen for rosacea, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

Claudenamed · position 2neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for mineral sunscreen for rosacea…

Named instead: Cloudberry Skincare, Velvet Moss

Gemininamed · position 3neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for mineral sunscreen for rosacea…

Named instead: Velvet Moss, Hearthside Skin

Google AI Overviewsabsentthe same 3 times out of 4
For mineral sunscreen for rosacea, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

You appear, but never above the fold — the engines list you after the brands they cite most.

best lightweight mineral sunscreenChatGPTClaude #4Gemini #5Google AI Overviews
ChatGPTabsentthe same 3 times out of 4
For lightweight mineral sunscreen, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

Claudenamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for lightweight mineral sunscreen…

Named instead: Cloudberry Skincare, Velvet Moss

Gemininamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for lightweight mineral sunscreen…

Named instead: Velvet Moss, Hearthside Skin

Google AI Overviewsabsentthe same 3 times out of 4
For lightweight mineral sunscreen, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

You appear, but never above the fold — the engines list you after the brands they cite most.

best tinted mineral sunscreenChatGPT #4ClaudeGemini #6Google AI Overviews #2
ChatGPTnamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for tinted mineral sunscreen…

Named instead: Cloudberry Skincare, Velvet Moss

Claudeabsentthe same 3 times out of 4
For tinted mineral sunscreen, the standout options are Velvet Moss and Hearthside Skin.

Named instead: Velvet Moss, Hearthside Skin

Gemininamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for tinted mineral sunscreen…

Named instead: Hearthside Skin, Cloudberry Skincare

Google AI Overviewsnamed · position 2neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for tinted mineral sunscreen…

Named instead: Cloudberry Skincare, Velvet Moss

You appear, but never above the fold — the engines list you after the brands they cite most.

best reef-safe mineral sunscreenChatGPT #5Claude #6GeminiGoogle AI Overviews #3
ChatGPTnamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for reef-safe mineral sunscreen…

Named instead: Velvet Moss, Hearthside Skin

Claudenamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for reef-safe mineral sunscreen…

Named instead: Hearthside Skin, Cloudberry Skincare

Geminiabsentthe same 3 times out of 4
For reef-safe mineral sunscreen, the standout options are Cloudberry Skincare and Velvet Moss.

Named instead: Cloudberry Skincare, Velvet Moss

Google AI Overviewsnamed · position 3neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for reef-safe mineral sunscreen…

Named instead: Velvet Moss, Hearthside Skin

You are absent here, and the brands named instead all have crawlable comparison content.

how do I choose a mineral sunscreenChatGPTClaude #4Gemini #5Google AI Overviews
ChatGPTabsentthe same 3 times out of 4
For how do I choose a mineral sunscreen, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

Claudenamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for how do I choose a mineral sunscreen…

Named instead: Cloudberry Skincare, Velvet Moss

Gemininamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for how do I choose a mineral sunscreen…

Named instead: Velvet Moss, Hearthside Skin

Google AI Overviewsabsentthe same 3 times out of 4
For how do I choose a mineral sunscreen, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

You appear, but never above the fold — the engines list you after the brands they cite most.

what should I look for in a mineral sunscreenChatGPTClaudeGemini #6Google AI Overviews #2
ChatGPTabsentthe same 3 times out of 4
For what should I look for in a mineral sunscreen, the standout options are Cloudberry Skincare and Velvet Moss.

Named instead: Cloudberry Skincare, Velvet Moss

Claudeabsentthe same 3 times out of 4
For what should I look for in a mineral sunscreen, the standout options are Velvet Moss and Hearthside Skin.

Named instead: Velvet Moss, Hearthside Skin

Gemininamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for what should I look for in a mineral sunscreen…

Named instead: Hearthside Skin, Cloudberry Skincare

Google AI Overviewsnamed · position 2neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for what should I look for in a mineral sunscreen…

Named instead: Cloudberry Skincare, Velvet Moss

You appear, but never above the fold — the engines list you after the brands they cite most.

66

Consideration

built on 10 questions
Saltfern vs Velvet MossChatGPT #2Claude #2Gemini #2Google AI Overviews #2
ChatGPTnamed · position 2positivethe same 4 times out of 4
Velvet Moss edges it on texture options; Saltfern wins on sensitive-skin credentials and publishes full ingredient sourcing. For daily wear, either — for reactive skin, Saltfern.

Named instead: Velvet Moss

Claudenamed · position 2neutralthe same 4 times out of 4
Both are credible; Velvet Moss has the broader SPF range, Saltfern the cleaner ingredient story.

Named instead: Velvet Moss

Gemininamed · position 2hedgedthe same 3 times out of 4
Velvet Moss is usually preferred for finish; Saltfern reviews mention pilling under some moisturisers.

Named instead: Velvet Moss

Google AI Overviewsnamed · position 2neutralthe same 3 times out of 4
Both brands are frequently recommended; Velvet Moss for variety, Saltfern for sensitive skin.

Named instead: Velvet Moss

You lose 4 of 4 — but for one stated, fixable reason each time. The texture/variety point is their comparison table talking (fix #1).

Saltfern vs Hearthside SkinChatGPT #4ClaudeGemini #6Google AI Overviews #2
ChatGPTnamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for Saltfern vs Hearthside Skin…

Named instead: Cloudberry Skincare, Velvet Moss

Claudeabsentthe same 3 times out of 4
For Saltfern vs Hearthside Skin, the standout options are Velvet Moss and Hearthside Skin.

Named instead: Velvet Moss, Hearthside Skin

Gemininamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for Saltfern vs Hearthside Skin…

Named instead: Hearthside Skin, Cloudberry Skincare

Google AI Overviewsnamed · position 2neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for Saltfern vs Hearthside Skin…

Named instead: Cloudberry Skincare, Velvet Moss

You appear, but never above the fold — the engines list you after the brands they cite most.

Saltfern vs Cloudberry SkincareChatGPT #5Claude #6GeminiGoogle AI Overviews #3
ChatGPTnamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for Saltfern vs Cloudberry Skincare…

Named instead: Velvet Moss, Hearthside Skin

Claudenamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for Saltfern vs Cloudberry Skincare…

Named instead: Hearthside Skin, Cloudberry Skincare

Geminiabsentthe same 3 times out of 4
For Saltfern vs Cloudberry Skincare, the standout options are Cloudberry Skincare and Velvet Moss.

Named instead: Cloudberry Skincare, Velvet Moss

Google AI Overviewsnamed · position 3neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for Saltfern vs Cloudberry Skincare…

Named instead: Velvet Moss, Hearthside Skin

You are absent here, and the brands named instead all have crawlable comparison content.

is Saltfern any goodChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTnamedpositivethe same 4 times out of 4
Saltfern is well reviewed for sensitive skin — dermatologist-tested claims are backed by published test summaries, which is rarer than it should be.
Claudenamedpositivethe same 4 times out of 4
Generally positive reputation; customers highlight the no-white-cast finish on deeper skin tones.
Gemininamedhedgedthe same 3 times out of 4
Mostly positive; some reviewers report pilling when layered over silicone-based moisturisers.
Google AI Overviewsnamedpositivethe same 3 times out of 4
Saltfern is a popular mineral SPF brand known for sensitive-skin formulas.

Your reputation is intact and specific. The pilling note appears twice — worth addressing on the product page before it hardens into the standard answer.

what do reviewers say about SaltfernChatGPT #4Claude #5Gemini #6Google AI Overviews #2
ChatGPTnamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for what do reviewers say about Saltfern…

Named instead: Cloudberry Skincare, Velvet Moss

Claudenamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for what do reviewers say about Saltfern…

Named instead: Velvet Moss, Hearthside Skin

Gemininamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for what do reviewers say about Saltfern…

Named instead: Hearthside Skin, Cloudberry Skincare

Google AI Overviewsnamed · position 2neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for what do reviewers say about Saltfern…

Named instead: Cloudberry Skincare, Velvet Moss

You appear, but never above the fold — the engines list you after the brands they cite most.

alternatives to Velvet MossChatGPTClaude #4Gemini #5Google AI Overviews
ChatGPTabsentthe same 3 times out of 4
For alternatives to Velvet Moss, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

Claudenamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for alternatives to Velvet Moss…

Named instead: Cloudberry Skincare, Velvet Moss

Gemininamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for alternatives to Velvet Moss…

Named instead: Velvet Moss, Hearthside Skin

Google AI Overviewsabsentthe same 3 times out of 4
For alternatives to Velvet Moss, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

You appear, but never above the fold — the engines list you after the brands they cite most.

brands like Hearthside SkinChatGPT #4ClaudeGemini #6Google AI Overviews #2
ChatGPTnamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for brands like Hearthside Skin…

Named instead: Cloudberry Skincare, Velvet Moss

Claudeabsentthe same 3 times out of 4
For brands like Hearthside Skin, the standout options are Velvet Moss and Hearthside Skin.

Named instead: Velvet Moss, Hearthside Skin

Gemininamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for brands like Hearthside Skin…

Named instead: Hearthside Skin, Cloudberry Skincare

Google AI Overviewsnamed · position 2neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for brands like Hearthside Skin…

Named instead: Cloudberry Skincare, Velvet Moss

You appear, but never above the fold — the engines list you after the brands they cite most.

which mineral sunscreen brand is best for sensitive skinChatGPTClaude #4Gemini #5Google AI Overviews
ChatGPTabsentthe same 3 times out of 4
For which mineral sunscreen brand is best for sensitive skin, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

Claudenamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for which mineral sunscreen brand is best for sensitive skin…

Named instead: Cloudberry Skincare, Velvet Moss

Gemininamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for which mineral sunscreen brand is best for sensitive skin…

Named instead: Velvet Moss, Hearthside Skin

Google AI Overviewsabsentthe same 3 times out of 4
For which mineral sunscreen brand is best for sensitive skin, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

You appear, but never above the fold — the engines list you after the brands they cite most.

which mineral sunscreen has the most transparent ingredientsChatGPT #4ClaudeGemini #6Google AI Overviews #2
ChatGPTnamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for which mineral sunscreen has the most transparent ingredients…

Named instead: Cloudberry Skincare, Velvet Moss

Claudeabsentthe same 3 times out of 4
For which mineral sunscreen has the most transparent ingredients, the standout options are Velvet Moss and Hearthside Skin.

Named instead: Velvet Moss, Hearthside Skin

Gemininamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for which mineral sunscreen has the most transparent ingredients…

Named instead: Hearthside Skin, Cloudberry Skincare

Google AI Overviewsnamed · position 2neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for which mineral sunscreen has the most transparent ingredients…

Named instead: Cloudberry Skincare, Velvet Moss

You appear, but never above the fold — the engines list you after the brands they cite most.

which mineral sunscreen brand is the best valueChatGPT #5Claude #6GeminiGoogle AI Overviews #3
ChatGPTnamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for which mineral sunscreen brand is the best value…

Named instead: Velvet Moss, Hearthside Skin

Claudenamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for which mineral sunscreen brand is the best value…

Named instead: Hearthside Skin, Cloudberry Skincare

Geminiabsentthe same 3 times out of 4
For which mineral sunscreen brand is the best value, the standout options are Cloudberry Skincare and Velvet Moss.

Named instead: Cloudberry Skincare, Velvet Moss

Google AI Overviewsnamed · position 3neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for which mineral sunscreen brand is the best value…

Named instead: Velvet Moss, Hearthside Skin

You are absent here, and the brands named instead all have crawlable comparison content.

68

Decision

built on 8 questions
what SPF is Saltfern's daily mineral sunscreenChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTnamedneutralthe same 4 times out of 4
Saltfern's daily mineral lotion is SPF 40, zinc-only.
FactEngine saidYour site saysVerdict
SPF4040correct
Claudenamedneutralthe same 4 times out of 4
It is SPF 40 with 22% non-nano zinc oxide.
FactEngine saidYour site saysVerdict
SPF4040correct
Gemininamedneutralthe same 3 times out of 4
Saltfern's daily sunscreen is SPF 30.
FactEngine saidYour site saysVerdict
SPF3040wrong
Google AI Overviewsnamedneutralthe same 4 times out of 4
SPF 40 mineral formula.
FactEngine saidYour site saysVerdict
SPF4040correct

Gemini is reading a 2024 third-party review of your old formula — your current SPF is in an image, not text (fix #2).

how much does Saltfern daily mineral sunscreen costChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTnamedneutralthe same 3 times out of 4
Saltfern: price is $34 / 50ml (previous value).
FactEngine saidYour site saysVerdict
Price$34 / 50ml (previous value)$34 / 50mloutdated
Claudeabsenthedgedthe same 3 times out of 4
I could not find a clear answer for Saltfern on this.
FactEngine saidYour site saysVerdict
Price$34 / 50mlunknown
Gemininamedneutralthe same 3 times out of 4
Saltfern: price is a different figure.
FactEngine saidYour site saysVerdict
Pricea different figure$34 / 50mlwrong
Google AI Overviewsnamedneutralthe same 4 times out of 4
Saltfern: price is $34 / 50ml.
FactEngine saidYour site saysVerdict
Price$34 / 50ml$34 / 50mlcorrect

One engine is answering from stale data; the fix is the same page, kept current and crawlable.

is Saltfern daily mineral sunscreen in stockChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTabsenthedgedthe same 3 times out of 4
I could not find a clear answer for Saltfern on this.
FactEngine saidYour site saysVerdict
In stockyesunknown
Claudenamedneutralthe same 3 times out of 4
Saltfern: in stock is a different figure.
FactEngine saidYour site saysVerdict
In stocka different figureyeswrong
Gemininamedneutralthe same 4 times out of 4
Saltfern: in stock is yes.
FactEngine saidYour site saysVerdict
In stockyesyescorrect
Google AI Overviewsnamedneutralthe same 4 times out of 4
Saltfern: in stock is yes.
FactEngine saidYour site saysVerdict
In stockyesyescorrect

Where an engine could not answer at all, the fact exists on your site but not as crawlable text.

what are the key ingredients in Saltfern sunscreenChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTnamedneutralthe same 3 times out of 4
Saltfern: active ingredient is a different figure.
FactEngine saidYour site saysVerdict
Active ingredienta different figure22% non-nano zinc oxidewrong
Claudenamedneutralthe same 4 times out of 4
Saltfern: active ingredient is 22% non-nano zinc oxide.
FactEngine saidYour site saysVerdict
Active ingredient22% non-nano zinc oxide22% non-nano zinc oxidecorrect
Gemininamedneutralthe same 4 times out of 4
Saltfern: active ingredient is 22% non-nano zinc oxide.
FactEngine saidYour site saysVerdict
Active ingredient22% non-nano zinc oxide22% non-nano zinc oxidecorrect
Google AI Overviewsnamedneutralthe same 3 times out of 4
Saltfern: active ingredient is 22% non-nano zinc oxide (previous value).
FactEngine saidYour site saysVerdict
Active ingredient22% non-nano zinc oxide (previous value)22% non-nano zinc oxideoutdated

Every engine that answered read it from your own page — keep that page crawlable.

how much is shipping at SaltfernChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTnamedneutralthe same 4 times out of 4
Saltfern: shipping cost is free over $35, else $4.95.
FactEngine saidYour site saysVerdict
Shipping costfree over $35, else $4.95free over $35, else $4.95correct
Claudenamedneutralthe same 4 times out of 4
Saltfern: shipping cost is free over $35, else $4.95.
FactEngine saidYour site saysVerdict
Shipping costfree over $35, else $4.95free over $35, else $4.95correct
Gemininamedneutralthe same 3 times out of 4
Saltfern: shipping cost is free over $35, else $4.95 (previous value).
FactEngine saidYour site saysVerdict
Shipping costfree over $35, else $4.95 (previous value)free over $35, else $4.95outdated
Google AI Overviewsabsenthedgedthe same 3 times out of 4
I could not find a clear answer for Saltfern on this.
FactEngine saidYour site saysVerdict
Shipping costfree over $35, else $4.95unknown

One engine is answering from stale data; the fix is the same page, kept current and crawlable.

how fast does Saltfern deliverChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTnamedneutralthe same 4 times out of 4
Saltfern: delivery window is 2–4 business days.
FactEngine saidYour site saysVerdict
Delivery window2–4 business days2–4 business dayscorrect
Claudenamedneutralthe same 3 times out of 4
Saltfern: delivery window is 2–4 business days (previous value).
FactEngine saidYour site saysVerdict
Delivery window2–4 business days (previous value)2–4 business daysoutdated
Geminiabsenthedgedthe same 3 times out of 4
I could not find a clear answer for Saltfern on this.
FactEngine saidYour site saysVerdict
Delivery window2–4 business daysunknown
Google AI Overviewsnamedneutralthe same 3 times out of 4
Saltfern: delivery window is a different figure.
FactEngine saidYour site saysVerdict
Delivery windowa different figure2–4 business dayswrong

Where an engine could not answer at all, the fact exists on your site but not as crawlable text.

what is Saltfern's return windowChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTnamedneutralthe same 3 times out of 4
Saltfern: return window is 60 days (previous value).
FactEngine saidYour site saysVerdict
Return window60 days (previous value)60 daysoutdated
Claudeabsenthedgedthe same 3 times out of 4
I could not find a clear answer for Saltfern on this.
FactEngine saidYour site saysVerdict
Return window60 daysunknown
Gemininamedneutralthe same 3 times out of 4
Saltfern: return window is a different figure.
FactEngine saidYour site saysVerdict
Return windowa different figure60 dayswrong
Google AI Overviewsnamedneutralthe same 4 times out of 4
Saltfern: return window is 60 days.
FactEngine saidYour site saysVerdict
Return window60 days60 dayscorrect

Every engine that answered read it from your own page — keep that page crawlable.

who pays return shipping at SaltfernChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTabsenthedgedthe same 3 times out of 4
I could not find a clear answer for Saltfern on this.
FactEngine saidYour site saysVerdict
Return postageSaltfern (prepaid label)unknown
Claudenamedneutralthe same 3 times out of 4
Saltfern: return postage is a different figure.
FactEngine saidYour site saysVerdict
Return postagea different figureSaltfern (prepaid label)wrong
Gemininamedneutralthe same 4 times out of 4
Saltfern: return postage is Saltfern (prepaid label).
FactEngine saidYour site saysVerdict
Return postageSaltfern (prepaid label)Saltfern (prepaid label)correct
Google AI Overviewsnamedneutralthe same 4 times out of 4
Saltfern: return postage is Saltfern (prepaid label).
FactEngine saidYour site saysVerdict
Return postageSaltfern (prepaid label)Saltfern (prepaid label)correct

One engine is answering from stale data; the fix is the same page, kept current and crawlable.

65

Repeat

built on 10 questions
best skincare refill subscriptionChatGPTClaude #4Gemini #5Google AI Overviews
ChatGPTabsentthe same 3 times out of 4
For skincare refill subscription, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

Claudenamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for skincare refill subscription…

Named instead: Cloudberry Skincare, Velvet Moss

Gemininamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for skincare refill subscription…

Named instead: Velvet Moss, Hearthside Skin

Google AI Overviewsabsentthe same 3 times out of 4
For skincare refill subscription, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

You appear, but never above the fold — the engines list you after the brands they cite most.

which sunscreen brands have subscribe and saveChatGPTClaudeGemini #6Google AI Overviews #2
ChatGPTabsentthe same 3 times out of 4
For which sunscreen brands have subscribe and save, the standout options are Cloudberry Skincare and Velvet Moss.

Named instead: Cloudberry Skincare, Velvet Moss

Claudeabsentthe same 3 times out of 4
For which sunscreen brands have subscribe and save, the standout options are Velvet Moss and Hearthside Skin.

Named instead: Velvet Moss, Hearthside Skin

Gemininamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for which sunscreen brands have subscribe and save…

Named instead: Hearthside Skin, Cloudberry Skincare

Google AI Overviewsnamed · position 2neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for which sunscreen brands have subscribe and save…

Named instead: Cloudberry Skincare, Velvet Moss

You appear, but never above the fold — the engines list you after the brands they cite most.

cheapest way to buy mineral sunscreen regularlyChatGPT #5ClaudeGeminiGoogle AI Overviews #3
ChatGPTnamed · position 5neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for cheapest way to buy mineral sunscreen regularly…

Named instead: Velvet Moss, Hearthside Skin

Claudeabsentthe same 3 times out of 4
For cheapest way to buy mineral sunscreen regularly, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

Geminiabsentthe same 3 times out of 4
For cheapest way to buy mineral sunscreen regularly, the standout options are Cloudberry Skincare and Velvet Moss.

Named instead: Cloudberry Skincare, Velvet Moss

Google AI Overviewsnamed · position 3neutralthe same 4 times out of 4
…Velvet Moss and Hearthside Skin lead this category, with Saltfern also worth a look for cheapest way to buy mineral sunscreen regularly…

Named instead: Velvet Moss, Hearthside Skin

You are absent here, and the brands named instead all have crawlable comparison content.

best SPF subscriptionChatGPTClaude #2GeminiGoogle AI Overviews
ChatGPTabsentthe same 3 times out of 4
For SPF subscription, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

Claudenamed · position 2neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for SPF subscription…

Named instead: Cloudberry Skincare, Velvet Moss

Geminiabsentthe same 3 times out of 4
For SPF subscription, the standout options are Velvet Moss and Hearthside Skin.

Named instead: Velvet Moss, Hearthside Skin

Google AI Overviewsabsentthe same 3 times out of 4
For SPF subscription, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

You appear, but never above the fold — the engines list you after the brands they cite most.

does Saltfern have a refill subscription and what is the discountChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTnamedneutralthe same 4 times out of 4
Saltfern: subscription discount is 15%.
FactEngine saidYour site saysVerdict
Subscription discount15%15%correct
Claudenamedneutralthe same 3 times out of 4
Saltfern: subscription discount is 15% (previous value).
FactEngine saidYour site saysVerdict
Subscription discount15% (previous value)15%outdated
Geminiabsenthedgedthe same 3 times out of 4
I could not find a clear answer for Saltfern on this.
FactEngine saidYour site saysVerdict
Subscription discount15%unknown
Google AI Overviewsnamedneutralthe same 3 times out of 4
Saltfern: subscription discount is a different figure.
FactEngine saidYour site saysVerdict
Subscription discounta different figure15%wrong

Where an engine could not answer at all, the fact exists on your site but not as crawlable text.

can I skip or pause a Saltfern refill deliveryChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTnamedneutralthe same 3 times out of 4
Saltfern: skip / pause is both, from the account page (previous value).
FactEngine saidYour site saysVerdict
Skip / pauseboth, from the account page (previous value)both, from the account pageoutdated
Claudeabsenthedgedthe same 3 times out of 4
I could not find a clear answer for Saltfern on this.
FactEngine saidYour site saysVerdict
Skip / pauseboth, from the account pageunknown
Gemininamedneutralthe same 3 times out of 4
Saltfern: skip / pause is a different figure.
FactEngine saidYour site saysVerdict
Skip / pausea different figureboth, from the account pagewrong
Google AI Overviewsnamedneutralthe same 4 times out of 4
Saltfern: skip / pause is both, from the account page.
FactEngine saidYour site saysVerdict
Skip / pauseboth, from the account pageboth, from the account pagecorrect

Every engine that answered read it from your own page — keep that page crawlable.

how do I cancel a Saltfern subscriptionChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTabsenthedgedthe same 3 times out of 4
I could not find a clear answer for Saltfern on this.
FactEngine saidYour site saysVerdict
Cancelanytime, no feeunknown
Claudenamedneutralthe same 3 times out of 4
Saltfern: cancel is a different figure.
FactEngine saidYour site saysVerdict
Cancela different figureanytime, no feewrong
Gemininamedneutralthe same 4 times out of 4
Saltfern: cancel is anytime, no fee.
FactEngine saidYour site saysVerdict
Cancelanytime, no feeanytime, no feecorrect
Google AI Overviewsnamedneutralthe same 4 times out of 4
Saltfern: cancel is anytime, no fee.
FactEngine saidYour site saysVerdict
Cancelanytime, no feeanytime, no feecorrect

One engine is answering from stale data; the fix is the same page, kept current and crawlable.

how long does a 50ml tube of sunscreen lastChatGPTClaude #4GeminiGoogle AI Overviews
ChatGPTabsentthe same 3 times out of 4
For how long does a 50ml tube of sunscreen last, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

Claudenamed · position 4neutralthe same 4 times out of 4
…Cloudberry Skincare and Velvet Moss lead this category, with Saltfern also worth a look for how long does a 50ml tube of sunscreen last…

Named instead: Cloudberry Skincare, Velvet Moss

Geminiabsentthe same 3 times out of 4
For how long does a 50ml tube of sunscreen last, the standout options are Velvet Moss and Hearthside Skin.

Named instead: Velvet Moss, Hearthside Skin

Google AI Overviewsabsentthe same 3 times out of 4
For how long does a 50ml tube of sunscreen last, the standout options are Hearthside Skin and Cloudberry Skincare.

Named instead: Hearthside Skin, Cloudberry Skincare

You appear, but never above the fold — the engines list you after the brands they cite most.

how often should I repurchase sunscreenChatGPTClaudeGemini #6Google AI Overviews
ChatGPTabsentthe same 3 times out of 4
For how often should I repurchase sunscreen, the standout options are Cloudberry Skincare and Velvet Moss.

Named instead: Cloudberry Skincare, Velvet Moss

Claudeabsentthe same 3 times out of 4
For how often should I repurchase sunscreen, the standout options are Velvet Moss and Hearthside Skin.

Named instead: Velvet Moss, Hearthside Skin

Gemininamed · position 6neutralthe same 4 times out of 4
…Hearthside Skin and Cloudberry Skincare lead this category, with Saltfern also worth a look for how often should I repurchase sunscreen…

Named instead: Hearthside Skin, Cloudberry Skincare

Google AI Overviewsabsentthe same 3 times out of 4
For how often should I repurchase sunscreen, the standout options are Cloudberry Skincare and Velvet Moss.

Named instead: Cloudberry Skincare, Velvet Moss

You appear, but never above the fold — the engines list you after the brands they cite most.

how do I cancel or change a Saltfern orderChatGPTClaudeGeminiGoogle AI Overviews
ChatGPTnamedneutralthe same 4 times out of 4
Saltfern: cancel an order is within 1 hour, from the order email.
FactEngine saidYour site saysVerdict
Cancel an orderwithin 1 hour, from the order emailwithin 1 hour, from the order emailcorrect
Claudenamedneutralthe same 3 times out of 4
Saltfern: cancel an order is within 1 hour, from the order email (previous value).
FactEngine saidYour site saysVerdict
Cancel an orderwithin 1 hour, from the order email (previous value)within 1 hour, from the order emailoutdated
Geminiabsenthedgedthe same 3 times out of 4
I could not find a clear answer for Saltfern on this.
FactEngine saidYour site saysVerdict
Cancel an orderwithin 1 hour, from the order emailunknown
Google AI Overviewsnamedneutralthe same 3 times out of 4
Saltfern: cancel an order is a different figure.
FactEngine saidYour site saysVerdict
Cancel an ordera different figurewithin 1 hour, from the order emailwrong

Where an engine could not answer at all, the fact exists on your site but not as crawlable text.

Where AI looks · 9 sources

The engines did not answer from memory. Across 34 answers they cited 9 sources, and your own site was one of them 11 times. 4 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.

SourceAnswersMissed youFound instead
www.healthline.comCited in 9 answers. You were named in none of them; Catalina Crunch was.99Catalina Crunch, Three Wishes
example.comEngines cited your own site in 11 answers — they are reading you.110Catalina Crunch

Where to work, off your own site · 1

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. Between them they account for 9 answers you were absent from. No hours are given, deliberately — we can count how much rides on a source, but nothing we measured tells us how long it takes to get covered there, and a made-up number is worse than none. These change no score either; they change who the engines find.

  1. Off your siteChatGPT and Gemini · 9 of 9 answers · outreach · no score change

    1. www.healthline.com

    2 engines cited www.healthline.com in 9 answers. You were named in none of them; Catalina Crunch and Three Wishes were.

    Found there instead: Catalina Crunch, Three Wishes

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.

  1. 9The 10 best options, testedhttps://www.healthline.com/bestthird party

What AI can read on your site · 78

Homepage841 found · 1 read
Product pages7414 found · 6 read
Collections826 found · 6 read
Refills521 found · 1 read
Shipping & returns882 found · 2 read
FAQ861 found · 1 read
Journal7922 found · 6 read
About851 found · 1 read

Bot access

Crawlerrobots.txtLive requestAffects
GPTBotallowed200
OAI-SearchBotallowed200
ChatGPT-Userallowed200
ClaudeBotallowed200
Claude-Userallowed200
Google-Extendedallowed200

What a person sees that an AI crawler cannot

https://saltfern.com/pages/refills

The refill-plan panel a logged-in customer sees: 15% discount, 4/6/8-week cadence, skip and cancel controls.

Site health notes

Observed during the crawl. These do not affect your score.

  • llms.txt. /llms.txt exists and lists your key pages — ahead of the curve; no engine documents reading it yet.
  • Meta titles & descriptions. Present and descriptive on all 88 pages.
  • Page speed. Median page delivered in 0.8s during our crawl. Not scored — stated as an observation.
  • Mobile responsiveness. Viewport meta and responsive CSS present site-wide.

What is already working

Shipping and returns are the best-answered questions in your report

All four engines answered both correctly, in every rotation. Your policy pages are plain text and they are being read verbatim.

What we found: "Free over $35… Returns within 60 days, label on us." https://saltfern.com/policies/shipping-policy

Your ingredient transparency is winning the evaluation questions

Three engines cite /pages/ingredients when asked if you are any good; ChatGPT calls your published test summaries "rarer than it should be".

What we found: 3 of 4 engines cite /pages/ingredients on reputation questions https://saltfern.com/pages/ingredients

Every AI crawler reaches you cleanly

robots.txt explicitly allows all six agents and live requests return 200.

What we found: All six agents → 200 https://saltfern.com/

How we did this

We crawled 88 pages of saltfern.com twice — once as a browser, once as an AI crawler — ran 22 machine-readability checks, then asked 4 AI engines 40 questions a sunscreen buyer asks, four times each, and read all 640 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 printed range is measured across the 4 rotations.
  • Google AI Overviews is Google's own surface with no selectable model; it is identical on every plan.

ChatGPT, Gemini and AI Overviews are where shopping-discovery traffic concentrates. Claude is a real, widely used assistant with a different traffic mix — its score is a true measurement of a smaller shopping surface.

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.

The Repeat stage is where you are furthest ahead of your cohort

Your repeat-purchase answers score 65 against a cohort median of 48. Cadence is built to turn exactly that post-purchase attention into repeat revenue for CPG brands like yours.

Book a Cadence demo