preferlyLumen & Larklumenandlark.example · Skincare brand · Harbor Glen, CA

Tier: Full check · 10 models
Run: 20 Oct 2026

Asked which skincare brand to choose, 10 AIs named Lumen & Lark in 11 of 41 answers. No competitor was recommended ahead of Lumen & Lark.

We put the questions a customer asks before buying to ChatGPT, Gemini, Claude Opus and 7 other AI models. 10 of those times, Lumen & Lark was a top-three pick. Three things AI said about Lumen & Lark contradict its own website.

Preferly score

Your accuracy is in good shape. The points you’re missing are mostly visibility and sources.

Where the score comes from

Four parts. The longer the bar, the more that part counts.

Visibility8.7 / 40 points
Do AI answers name you? You appeared in 11 of 49 AI answers to customer questions; 10 were a top-3 recommendation.
Accuracy23.6 / 25 points
Does AI describe you correctly? 3 of 52 things AI said about you contradict your website or Google profile.
Sources1.1 / 15 points
Does AI cite you as a source? AI cited your own site or profiles in 3 of 40 answers that listed sources.
Access14.7 / 20 points
Can AI tools reach your site? Robots.txt allows all 9 major AI crawlers (and the 4 others we check); your site loads without a bot challenge.

Three things to know

AI names you in 11 of 41 answers
11 of 41 answers to questions a new customer would ask mentioned Lumen & Lark; 10 put you in the top three.
No competitor is named ahead of you
No other company came up more often than you in the answers we counted.
AI contradicts your website
3 things AI said about Lumen & Lark contradict what your own website says.

Six fixes, in the order we’d do them

Together these are worth up to 13 points, by our estimate. You don’t need to do them all at once: start with the first one, which is open below, and the next two after it.

Do first
The biggest gains. Start here.
WO-01Get onto the pages AI cites for your categoryup to 5 ptsMedium effort
When customers asked questions that don't name Lumen & Lark, AI built its answers from the pages listed here. Being on them is how you get into those answers. They're ranked by how many answers cited each site; we left out your own site, competitors' own sites, and pages no business can be listed on (wikis, product documentation).
Improves Sources
Where to get cited most cited first
1. source-23.example cited in 8 answers by 4 models; you were missing from 3 of them
  - Lumen & Lark — DermApproved https://source-23.example/
2. allure.com cited in 5 answers by 4 models; you were missing from all of them
  - 9 Best Mineral Sunscreens That Won't Leave a White Cast | Allure https://allure.com/
3. source-105.example cited in 5 answers by 4 models; you were missing from all of them
  - 13 Best Mineral Sunscreens in 2026, According to Dermatologists https://source-105.example/
4. source-34.example cited in 5 answers by 4 models; you were missing from 1 of them
  - The Most Affordable Clean and Nontoxic Skincare Brands - Ecocult https://source-34.example/
5. source-04.example cited in 5 answers by 2 models; you were missing from 1 of them
  - Best Affordable Non Toxic Skincare (2026 Budget Guide) - Organic Beauty Lover https://source-04.example/
6. healthline.com cited in 4 answers by 4 models; you were missing from 3 of them
  - skin barrier https://healthline.com/
7. source-149.example cited in 4 answers by 4 models; you were missing from all of them
  - Signs Your Skin Barrier Is Damaged https://source-149.example/
8. source-07.example cited in 4 answers by 1 model; you were missing from 2 of them
  - https://source-07.example/
1. Start at the top of the list. Open each page AI cited and see what kind it is: a list or roundup of the best options, a comparison, a review, or a directory.
2. For a list, roundup or comparison, find the author or editor (usually named on the page or on a contact page) and ask to be included. Offer two plain sentences on what Lumen & Lark does and who it's for, with a link to https://lumenandlark.example.
Show all 5 steps
1. For a directory or marketplace, claim or create your profile and fill in every field.
2. News and opinion pieces can't add you, but they show what AI reads for your category: a new article on that kind of site is worth pitching.
3. AI cited your own site or profiles in 3 of 40 answers that listed sources. Alongside the outreach, give AI pages of your own it can cite: one per service or product, a pricing page, and a page that says plainly who you're best for.
WO-02Add a machine-readable label to your homepageup to 4 ptsLow effort
Your homepage has no structured data: the small machine-readable label (schema.org JSON-LD) that tells AI exactly who you are and what you do. Without it AI guesses from your text.
Improves Access
1. Copy this Organization label and check every value; edit the description so it says it the way you would:
  JSON-LD · paste into <head>
  <script type="application/ld+json"> { "@context": "https://schema.org", "@type": "Organization", "@id": "https://lumenandlark.example/#business", "name": "Lumen & Lark", "url": "https://lumenandlark.example", "description": "Skincare brand: cleansers, barrier serums, moisturizers, mineral sunscreen." } </script>
2. Paste it into your homepage's <head> section. Most website builders have a "custom code" or "header scripts" setting for this.
Show all 3 steps
1. Test it with Google's Rich Results Test (search.google.com/test/rich-results) to confirm it's read correctly.
WO-03Publish pages that answer the 2 questions you're missing fromup to 2 ptsMedium effort
No AI model mentioned Lumen & Lark when asked these questions. AI builds its answers from pages that address the question directly; give it one of yours.
Improves Visibility
1. Write a page (or a section of an existing one) that directly answers “How do I heal my damaged skin barrier without using harsh chemicals?”: say plainly that Lumen & Lark does this, for whom, and how.
2. Write a page (or a section of an existing one) that directly answers “What is a good daily mineral sunscreen that doesn't leave a white cast or clog my pores?”: say plainly that Lumen & Lark does this, for whom, and how.
Show all 3 steps
1. Use the customer's own wording in the page title and first paragraph, and link the page from your homepage or main menu.
Next
Smaller gains, one of them quick.
WO-04Check your pricing: AI and your website disagreeup to 1 ptLow effort
2 AI answers said something about your pricing that doesn't match your website. One of them is out of date, and customers read the AI's version first.
Improves Accuracy
1. Claude Opus said “Rated Most Affordable: lumen-lark ($15+).”; your site says “travel-size milky-soft face and body cleanser $6” (https://www.lumenandlark.example/).
2. Grok said “Balm to Milk Cleanser (~$19)”; your site says “oil to milk cleansing balm $18” (https://www.lumenandlark.example/).
Show all 5 steps
1. Confirm which version is current.
2. If your website is out of date, update https://www.lumenandlark.example/ so it states the current pricing plainly.
3. If your website is right, the AI likely picked up the other version elsewhere. It cited source-16.example, huetheory.example, source-95.example, source-04.example and source-96.example for those answers: ask them to correct or update what they say about you.
WO-05Put your key facts in the page itself, not only in scriptsup to 1 ptNeeds a developer
Many AI tools read your homepage without running JavaScript (the code that builds parts of a page in the browser). Read that way, we couldn't find contact details or location.
Improves Access
1. Make sure contact details or location appear as plain text in your homepage's HTML, not only in content that loads after the page opens (pop-ups, tabs, widgets, chat boxes).
2. If your site is built with a JavaScript framework, ask your developer to server-render or pre-render these sections.
Show all 3 steps
1. A quick test: in Chrome, View Page Source on your homepage and search for your phone number and main services. If you can't find them there, AI tools likely can't either.
Later
Worth doing once the first three are moving.
WO-06Check your details: AI and your website disagreeno score changeLow effort
An AI answer said something about your details that doesn't match your website. One of them is out of date, and customers read the AI's version first.
Improves Accuracy
1. Claude Opus said “All of the formulas are vegan, cruelty-free, and safe for sensitive skin”; your site says “With the exception of our beeswax-inclusive products, all of our products are vegan.” (https://www.lumenandlark.example/).
2. Confirm which version is current.
Show all 4 steps
1. If your website is out of date, update https://www.lumenandlark.example/ so it states the current details plainly.
2. If your website is right, the AI likely picked up the other version elsewhere. It cited source-44.example, source-203.example, source-204.example, source-117.example and source-205.example for that answer: ask them to correct or update what they say about you.

Your AI Fix Pack

The six fixes above, in order, with ready-to-paste text and code, in one document. Paste it into ChatGPT, Claude or your website builder’s AI assistant and it will walk you through each change, asking you to confirm any fact it isn’t sure of. Or send it to your developer.

Preview the pack

# AI Fix Pack: Lumen & Lark

Everything needed to apply the fixes from Lumen & Lark's Preferly report of 20 Oct 2026, in one document.

## How to use this pack

For people: paste this whole document into ChatGPT, Claude or your website builder's AI assistant, or send it to your web developer.

For the AI assistant reading this:

- You are helping Lumen & Lark apply the website fixes below. The person you're talking to is the owner, or works with them.
- Work through the fixes in the order given. The first ones matter most.
- Some facts are marked [CONFIRM: …] or [ADD: …]. Ask the owner to confirm or supply each one before anything is published, and remove the marker once it's filled in.
- Never invent facts, prices, opening hours, reviews, ratings or credentials. If something isn't in this pack and the owner hasn't told you, leave the marker in place.
- Keep the site's existing content, settings and rules unless a step says to change them.
- Show the owner each change, and get their go-ahead, before you apply it.

## About the business

- Name: Lumen & Lark
- Website: https://lumenandlark.example
- What it is: Skincare brand
- Where: Harbor Glen, CA
- What it offers: cleansers, barrier serums, moisturizers, mineral sunscreen, facial toners, eye creams, lip balms and exfoliators
- The main thing a customer does next: buy online
- Report date: 20 Oct 2026 (Full check · 10 models)

### Score

Lumen & Lark scored 48 out of 100 for how well AI can find, describe and recommend it. The four parts:

- Visibility: 8.7 of 40. You appeared in 11 of 49 AI answers to customer questions; 10 were a top-3 recommendation.
- Accuracy: 23.6 of 25. 3 of 52 things AI said about you contradict your website or Google profile.
- Sources: 1.1 of 15. AI cited your own site or profiles in 3 of 40 answers that listed sources.
- Access: 14.7 of 20. Robots.txt allows all 9 major AI crawlers (and the 4 others we check); your site loads without a bot challenge.

### How often AI named the business

Asked questions a customer might ask that don't name Lumen & Lark, AI named it in 11 of 41 answers, and in the top three in 10.

### Competitors AI recommended ahead of Lumen & Lark

No competitor was recommended ahead of Lumen & Lark in more than one answer.

### Where AI contradicts the website

In these answers, what AI said contradicts Lumen & Lark's own website. Don't assume which one is current: ask the owner, then update whichever source is out of date (the related fix below says how).

- Grok said: “Balm to Milk Cleanser (~$19)”
The website says: “oil to milk cleansing balm $18” (source: https://www.lumenandlark.example/)
- Claude Opus said: “Rated Most Affordable: lumen-lark ($15+).”
The website says: “travel-size milky-soft face and body cleanser $6” (source: https://www.lumenandlark.example/)
- Claude Opus said: “All of the formulas are vegan, cruelty-free, and safe for sensitive skin”
The website says: “With the exception of our beeswax-inclusive products, all of our products are vegan.” (source: https://www.lumenandlark.example/)

### Pages we read

Facts in this pack were checked against these pages, as our crawler saw them without running JavaScript:

- https://www.lumenandlark.example/

## Fixes, in priority order

6 fixes, most valuable first.

### 1. Get onto the pages AI cites for your category

Why it matters: When customers asked questions that don't name Lumen & Lark, AI built its answers from the pages listed here. Being on them is how you get into those answers. They're ranked by how many answers cited each site; we left out your own site, competitors' own sites, and pages no business can be listed on (wikis, product documentation).

Where to get cited, most cited first:

- source-23.example: cited in 8 answers by 4 models; you were missing from 3 of them
- https://source-23.example/ (“Lumen & Lark — DermApproved”)
- allure.com: cited in 5 answers by 4 models; you were missing from all of them
- https://allure.com/ (“9 Best Mineral Sunscreens That Won't Leave a White Cast | Allure”)
- source-105.example: cited in 5 answers by 4 models; you were missing from all of them
- https://source-105.example/ (“13 Best Mineral Sunscreens in 2026, According to Dermatologists”)
- source-34.example: cited in 5 answers by 4 models; you were missing from 1 of them
- https://source-34.example/ (“The Most Affordable Clean and Nontoxic Skincare Brands - Ecocult”)
- source-04.example: cited in 5 answers by 2 models; you were missing from 1 of them
- https://source-04.example/ (“Best Affordable Non Toxic Skincare (2026 Budget Guide) - Organic Beauty Lover”)
- healthline.com: cited in 4 answers by 4 models; you were missing from 3 of them
- https://healthline.com/ (“skin barrier”)
- source-149.example: cited in 4 answers by 4 models; you were missing from all of them
- https://source-149.example/ (“Signs Your Skin Barrier Is Damaged”)
- source-07.example: cited in 4 answers by 1 model; you were missing from 2 of them
- https://source-07.example/

Step 1. Start at the top of the list. Open each page AI cited and see what kind it is: a list or roundup of the best options, a comparison, a review, or a directory.

Step 2. For a list, roundup or comparison, find the author or editor (usually named on the page or on a contact page) and ask to be included. Offer two plain sentences on what Lumen & Lark does and who it's for, with a link to https://lumenandlark.example.

Step 3. For a directory or marketplace, claim or create your profile and fill in every field.

Step 4. News and opinion pieces can't add you, but they show what AI reads for your category: a new article on that kind of site is worth pitching.

Step 5. AI cited your own site or profiles in 3 of 40 answers that listed sources. Alongside the outreach, give AI pages of your own it can cite: one per service or product, a pricing page, and a page that says plainly who you're best for.

Evidence:

- source-23.example: cited in 8 answers by 4 models (you were missing from 3)
- allure.com: cited in 5 answers by 4 models (you were missing from 5)
- source-105.example: cited in 5 answers by 4 models (you were missing from 5)
- source-34.example: cited in 5 answers by 4 models (you were missing from 1)
- source-04.example: cited in 5 answers by 2 models (you were missing from 1)
- healthline.com: cited in 4 answers by 4 models (you were missing from 3)
- source-149.example: cited in 4 answers by 4 models (you were missing from 4)
- source-07.example: cited in 4 answers by 1 model (you were missing from 2)

Estimated impact: up to 5 points.

### 2. Add a machine-readable label to your homepage

Why it matters: Your homepage has no structured data: the small machine-readable label (schema.org JSON-LD) that tells AI exactly who you are and what you do. Without it AI guesses from your text.

Step 1. Copy this Organization label and check every value; edit the description so it says it the way you would:

```html
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Organization",
"@id": "https://lumenandlark.example/#business",
"name": "Lumen & Lark",
"url": "https://lumenandlark.example",
"description": "Skincare brand: cleansers, barrier serums, moisturizers, mineral sunscreen."
}
</script>
```

Step 2. Paste it into your homepage's <head> section. Most website builders have a "custom code" or "header scripts" setting for this.

Step 3. Test it with Google's Rich Results Test (search.google.com/test/rich-results) to confirm it's read correctly.

Evidence:

- No JSON-LD found on the homepage

Estimated impact: up to 4 points.

### 3. Publish pages that answer the 2 questions you're missing from

Why it matters: No AI model mentioned Lumen & Lark when asked these questions. AI builds its answers from pages that address the question directly; give it one of yours.

Step 1. Write a page (or a section of an existing one) that directly answers “How do I heal my damaged skin barrier without using harsh chemicals?”: say plainly that Lumen & Lark does this, for whom, and how.

Step 2. Write a page (or a section of an existing one) that directly answers “What is a good daily mineral sunscreen that doesn't leave a white cast or clog my pores?”: say plainly that Lumen & Lark does this, for whom, and how.

Step 3. Use the customer's own wording in the page title and first paragraph, and link the page from your homepage or main menu.

Evidence:

- Absent from all 7 answers to “How do I heal my damaged skin barrier without using harsh chemicals?”
- Absent from all 7 answers to “What is a good daily mineral sunscreen that doesn't leave a white cast or clog my pores?”

Estimated impact: up to 2 points.

### 4. Check your pricing: AI and your website disagree

Why it matters: 2 AI answers said something about your pricing that doesn't match your website. One of them is out of date, and customers read the AI's version first.

Step 1. Claude Opus said “Rated Most Affordable: lumen-lark ($15+).”; your site says “travel-size milky-soft face and body cleanser $6” (https://www.lumenandlark.example/).

Step 2. Grok said “Balm to Milk Cleanser (~$19)”; your site says “oil to milk cleansing balm $18” (https://www.lumenandlark.example/).

Step 3. Confirm which version is current.

Step 4. If your website is out of date, update https://www.lumenandlark.example/ so it states the current pricing plainly.

Step 5. If your website is right, the AI likely picked up the other version elsewhere. It cited source-16.example, huetheory.example, source-95.example, source-04.example and source-96.example for those answers: ask them to correct or update what they say about you.

Evidence:

- Claude Opus: “Rated Most Affordable: lumen-lark ($15+).”
- Grok: “Balm to Milk Cleanser (~$19)”

Estimated impact: up to 1 point.

### 5. Put your key facts in the page itself, not only in scripts

Why it matters: Many AI tools read your homepage without running JavaScript (the code that builds parts of a page in the browser). Read that way, we couldn't find contact details or location.

Step 1. Make sure contact details or location appear as plain text in your homepage's HTML, not only in content that loads after the page opens (pop-ups, tabs, widgets, chat boxes).

Step 2. If your site is built with a JavaScript framework, ask your developer to server-render or pre-render these sections.

Step 3. A quick test: in Chrome, View Page Source on your homepage and search for your phone number and main services. If you can't find them there, AI tools likely can't either.

Evidence:

- Not found without JavaScript: contact details or location

Estimated impact: up to 1 point.

### 6. Check your details: AI and your website disagree

Why it matters: An AI answer said something about your details that doesn't match your website. One of them is out of date, and customers read the AI's version first.

Step 1. Claude Opus said “All of the formulas are vegan, cruelty-free, and safe for sensitive skin”; your site says “With the exception of our beeswax-inclusive products, all of our products are vegan.” (https://www.lumenandlark.example/).

Step 2. Confirm which version is current.

Step 3. If your website is out of date, update https://www.lumenandlark.example/ so it states the current details plainly.

Step 4. If your website is right, the AI likely picked up the other version elsewhere. It cited source-44.example, source-203.example, source-204.example, source-117.example and source-205.example for that answer: ask them to correct or update what they say about you.

Evidence:

- Claude Opus: “All of the formulas are vegan, cruelty-free, and safe for sensitive skin”

Estimated impact: under 1 point on the score, but it removes a problem AI tools run into.

## Paste-ready: business label (JSON-LD)

Where it goes: once, in the <head> of the homepage. It's an Organization label built only from the facts above: check every value, and edit the description so it says it the way the owner would.

## Paste-ready: FAQ drafts

Where they go: on an FAQ page, or an FAQ section on the homepage. These are the questions customers asked AI where Lumen & Lark was missing or only mentioned, plus questions about Lumen & Lark by name. Each draft quotes what the website itself says (the pages listed above); check it's still current and reads well as an answer. Replace every [CONFIRM: …] and [ADD: …] marker with the owner's real answer, or delete that sentence.

### How do I heal my damaged skin barrier without using harsh chemicals?

[ADD: the direct answer to this question, in one or two sentences] Lumen & Lark is a skincare brand based in Harbor Glen, CA. It offers barrier serums, cleansers, moisturizers and mineral sunscreen. [ADD: why Lumen & Lark is a good choice for this, with one concrete fact] You can buy online at https://lumenandlark.example.

### What is a good daily mineral sunscreen that doesn't leave a white cast or clog my pores?

[ADD: the direct answer to this question, in one or two sentences] Lumen & Lark is a skincare brand based in Harbor Glen, CA. It offers mineral sunscreen, cleansers, barrier serums and moisturizers. [ADD: why Lumen & Lark is a good choice for this, with one concrete fact] You can buy online at https://lumenandlark.example.

### Are Lumen & Lark products actually good quality and worth the price?

[ADD: the direct answer to this question, in one or two sentences] Lumen & Lark is a skincare brand based in Harbor Glen, CA. It offers cleansers, barrier serums, moisturizers and mineral sunscreen. [ADD: one fact a customer can check, such as when you started or how many customers you serve] You can buy online at https://lumenandlark.example.

### What is Lumen & Lark's return policy and how much is shipping?

The same questions as an FAQPage label, for the <head> of the page that shows them. Replace or remove every marker first: the answers here must match the visible FAQ text word for word.

```html
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "FAQPage",
"mainEntity": [
{
"@type": "Question",
"name": "How do I heal my damaged skin barrier without using harsh chemicals?",
"acceptedAnswer": {
"@type": "Answer",
"text": "[ADD: the direct answer to this question, in one or two sentences] Lumen & Lark is a skincare brand based in Harbor Glen, CA. It offers barrier serums, cleansers, moisturizers and mineral sunscreen. [ADD: why Lumen & Lark is a good choice for this, with one concrete fact] You can buy online at https://lumenandlark.example."
}
},
{
"@type": "Question",
"name": "What is a good daily mineral sunscreen that doesn't leave a white cast or clog my pores?",
"acceptedAnswer": {
"@type": "Answer",
"text": "[ADD: the direct answer to this question, in one or two sentences] Lumen & Lark is a skincare brand based in Harbor Glen, CA. It offers mineral sunscreen, cleansers, barrier serums and moisturizers. [ADD: why Lumen & Lark is a good choice for this, with one concrete fact] You can buy online at https://lumenandlark.example."
}
},
{
"@type": "Question",
"name": "Are Lumen & Lark products actually good quality and worth the price?",
"acceptedAnswer": {
"@type": "Answer",
"text": "[ADD: the direct answer to this question, in one or two sentences] Lumen & Lark is a skincare brand based in Harbor Glen, CA. It offers cleansers, barrier serums, moisturizers and mineral sunscreen. [ADD: one fact a customer can check, such as when you started or how many customers you serve] You can buy online at https://lumenandlark.example."
}
},
{
"@type": "Question",
"name": "What is Lumen & Lark's return policy and how much is shipping?",
"acceptedAnswer": {
"@type": "Answer",
"text": "[ADD: the direct answer to this question, in one or two sentences] Lumen & Lark is a skincare brand based in Harbor Glen, CA. It offers cleansers, barrier serums, moisturizers and mineral sunscreen. [ADD: one fact a customer can check, such as when you started or how many customers you serve] You can buy online at https://lumenandlark.example."
}
}
]
}
</script>
```

## Paste-ready: page title and meta description

Where they go: the homepage's SEO title (page title) and SEO description (meta description) settings. Keep the title under about 60 characters and the description under about 155, so they aren't cut off. Pick one of each and adjust the wording; keep every fact accurate.

Suggested titles:

- Lumen & Lark: Skincare brand (28 characters)
- Skincare brand | Lumen & Lark (29 characters)

Suggested meta descriptions:

- Lumen & Lark is a skincare brand offering cleansers, barrier serums, moisturizers and mineral sunscreen. Shop online. (117 characters)
- Skincare brand: cleansers, barrier serums, moisturizers and mineral sunscreen. Shop online. (91 characters)

## Paste-ready: llms.txt

If you don't have one yet, add this. Where it goes: a plain text file at https://lumenandlark.example/llms.txt. It's a short guide to the website written for AI tools; whoever maintains the website can publish it. Fill in the markers first.

```markdown
# Lumen & Lark

> Lumen & Lark is a skincare brand based in Harbor Glen, CA, offering cleansers, barrier serums, moisturizers and mineral sunscreen.

Lumen & Lark offers cleansers, barrier serums, moisturizers, mineral sunscreen, facial toners, eye creams, lip balms and exfoliators. Customers can buy online at https://lumenandlark.example. [ADD: who you serve best, in one sentence] [CONFIRM: that this summary is accurate and current]

## Key pages

- [Home page and overview](https://lumenandlark.example)

## Contact

- Website: https://lumenandlark.example
- [CONFIRM: the best email address or phone number for customers, and the contact page link]
```

## Already in place

- Your robots.txt already lets AI crawlers in; nothing to add.

## Custom-built or unknown website

We couldn't tell which website builder the site uses; it may be custom-built. Give this pack to whoever maintains your website; the code blocks are ready to paste.

If your site runs on WordPress, Shopify, Squarespace, Wix or Webflow, tell your AI assistant which, and it can adapt these steps.

---

Generated by Preferly (www.preferly.ai) on 20 Oct 2026, from the report of that date. AI answers are a snapshot: they vary from run to run and change over time. Once these changes are live, run the checks again to see what moved.

Who else AI names

When customers ask AI about skincare brand, these are the names they hear. Lumen & Lark came up in 11 answers, more than any other company; next is Mildwell, in 8 answers.

Top 5 companies AI named, with Lumen & Lark
#	Company	Answers	Models
1	Lumen & LarkYoulumenandlark.example	11	7 of 10
2	Mildwellmildwell.example	8	7 of 10
3	Corvid Botanicalscorvidbotanicals.example	5	5 of 10
4	Plainspoken	5	5 of 10
5	Quiet Fernquietfern.example	5	5 of 10

Show all 21

Companies 6 to 21
6	Marrow Remedymarrowremedy.example	4	4 of 10
7	Fennel & Fieldfennelfield.example	4	4 of 10
8	Petal Hourpetalhour.example	4	4 of 10
9	Lyosa	4	3 of 10
10	Studio 41	4	3 of 10
11	DermaVerity Future Mineral UV Defense SPF 50dermaverity.example	3	3 of 10
12	Olivaneolivane.example	3	3 of 10
13	Sprout Organic Beautysproutorganicbeauty.example	3	3 of 10
14	Wren Skincare	3	3 of 10
15	Shadeful Mineral Matte Veil SPF 40	3	3 of 10
16	o.k. Skin	3	3 of 10
17	Evenkeel Skinevenkeelskin.example	3	3 of 10
18	Ample Beauty	3	2 of 10
19	Lipidra Invisible Mineral Sunscreen	2	2 of 10
20	Maison Clairon Soleil Clair Mineral Tinted Sunscreenmaisonclairon.example	2	2 of 10
21	Maison Clairon Soleil Clair Mineral Ultra-Light Face Sunscreen SPF 50	2	2 of 10

Also named · 47Maison Clairon Soleil Clair Mineral Ultra-Light SPF 50, Aurelius Brandt The Mineral Sunscreen SPF 50, Cause Skincare, Lipidra, Velmora, Pantry Skin, DermaLine MD Clear Shield Broad-Spectrum SPF 46 (Tinted), Kind Heart Organics, Tidelore, DermaLine MD Physical Shield SPF 41, Kaigetsu City Shield Clear Mineral Sunscreen SPF 50, Lena Farrow, Olivane Amino Aloe Gentle Cleanser, Plain Botanicals, Slow Sundays Sun Drops Broad Spectrum SPF 30 Mineral Milk Sunscreen, Summit Beauty, Tallin Organic, Tintlab Face Guard Flex SPF 50, Blendari, DermaLine MD Elements Shield SPF 44, Dr. Weissler, Evenroot, Loopwell, Mildwell Daily Facial Moisturizer, 3 oz, Olivane Omega Repair Cream, Tintlab Total Protection No-Show Mineral Sunscreen SPF 50, Alder Babe, Candid Beauty, Coastline Gold Botanical Tinted Face Mineral Sunscreen SPF 50, Hollis Hives, Lipidra Tinted Mineral Sunscreen SPF 30, Margo’s Choice Renew Super-Light Wrinkle Defense SPF 30, Olivane Daily Mineral SPF 50 Sunscreen, Rootstock, Clarito, Clearleaf, DermaLine MD Clear Shield Acne Blemish-Prone & Oil Balancing SPF 50, DermaVerity Fluid Blend UV Defense SPF 50, Hue Theory Tint Shield 3-in-1 Mineral Sunscreen SPF 30, The Index Edit, The Standard Lab, Youth Of The Garden, Beauty of Hanok, Four Sails, Isla Moreno, Maison Clairon Calmeline, Rose Halden

Where AI contradicts your website

Two AI models tell customers something about your pricing and details about you that contradicts your website. Either the AI picked up another version somewhere, or the page is out of date; both are worth checking (fix WO-04).

Your website says

travel-size milky-soft face and body cleanser $6

lumenandlark.example (opens in a new tab)

Grok said
Balm to Milk Cleanser (~$19)
Claude Opus said
Rated Most Affordable: lumen-lark ($15+).

Your website says

With the exception of our beeswax-inclusive products, all of our products are vegan.

lumenandlark.example (opens in a new tab)

Claude Opus said
All of the formulas are vegan, cruelty-free, and safe for sensitive skin

How all 137 claims checked out

Matches your site49

Contradicts it3

Out of date0

Couldn’t verify85

We checked every fact AI stated about Lumen & Lark against your website. “Couldn’t verify” means your website doesn’t say either way, so neither side can be confirmed.

Contradicts it · Claude OpusRated Most Affordable: lumen-lark ($15+).Your site: travel-size milky-soft face and body cleanser $6
Contradicts it · Claude OpusAll of the formulas are vegan, cruelty-free, and safe for sensitive skinYour site: With the exception of our beeswax-inclusive products, all of our products are vegan.
Contradicts it · GrokBalm to Milk Cleanser (~$19)Your site: oil to milk cleansing balm $18
Matches your site · ChatGPTThe brand publishes product-level carbon-footprint and packaging information.Your site: sustainability carbon emissions 4.7 75 uses / bottle
Matches your site · Claude OpusLumen & Lark is a skincare brand that creates formulas for sensitive skin...Your site: Designed for sensitive and acne-prone skin, it hydrates without breakouts.
Matches your site · Claude OpusThe company offers a range of products that use plant-powered and sustainable ingredients.Your site: We conduct extensive research on all of our chosen ingredients to ensure that they meet our strict efficacy, safety, and sustainability standards.
Matches your site · GrokThe brand publishes product-level carbon labelsYour site: sustainability carbon emissions 4.7 75 uses / bottle
Matches your site · Grokemphasizes transparency and cruelty-free formulas.Your site: Yes! All our products are cruelty-free.
Matches your site · ChatGPTLumen & Lark publishes useful ingredient informationYour site: Full IL: The ingredient list is subject to change. Consult the packaging of the product purchased.
Matches your site · GrokBarrier Repair Serum (~$22)Your site: Barrier Repair Serum $22
Matches your site · GrokMineral Water Cream (~$20)Your site: Mineral Water Cream $20
Matches your site · Kimifound them all suitable for acne-prone, sensitive skin—"gentle, mostly fragrance-free, and effective"Your site: Designed for sensitive and acne-prone skin, it hydrates without breakouts.
Matches your site · ChatGPTOriginal shipping charges aren’t refundable; gift cards and trial products are final sale.Your site: Please keep in mind: We do not refund original shipping charges or taxes. All gift cards and trial products are final sale.
Matches your site · Claude OpusLumen & Lark offers a full refund for online orders within 30 days of delivery. Products must have been purchased through its online store, and be in new, unused or gently used condition.Your site: We do offer a full refund for online orders within 30 days of delivery. Products must have been purchased through our online store, and be in new, unused or gently used condition.
Matches your site · Claude OpusIt does not refund original shipping charges or taxesYour site: Please keep in mind: We do not refund original shipping charges or taxes.
Matches your site · Claude Opusall gift cards and trial products are final sale.Your site: All gift cards and trial products are final sale.
Matches your site · Claude OpusTo start a return, email info@lumenandlark.example with your order number and the items you would like to return.Your site: To move forward with a return request, please email info@lumenandlark.example with your order number and the items you would like to return.
Matches your site · Claude OpusIt can't accept online returns for products bought somewhere else.Your site: Regrettably, we are unable to accept online returns of new, unused for products purchased elsewhere.
Matches your site · Claude OpusLumen & Lark's site advertises free shipping on orders $50+.Your site: Free shipping on orders $50+
Matches your site · Claude OpusLumen & Lark's FAQ says standard shipping is 3-7 business days, not including holidays or weekends.Your site: Please keep in mind that standard shipping is 3-7 business days, not including holidays or weekends.
Matches your site · Grokstandard shipping is $6 in the US/Puerto Rico (free on orders of $50+)Your site: US & Puerto Rico: Standard Shipping - $6, delivery within 3-7 business days.
Matches your site · Grokor $18 to CanadaYour site: Canada: Standard Shipping - $18, delivery within 12 - 21 business days
Matches your site · GrokEmail info@lumenandlark.example with your order number and the items you want to return.Your site: To move forward with a return request, please email info@lumenandlark.example with your order number and the items you would like to return.
Matches your site · DeepSeekLumen & Lark offers a **full refund for online orders within 30 days of delivery**. To qualify, products must have been purchased through their online store and be in new or gently used conditionYour site: We do offer a full refund for online orders within 30 days of delivery. Products must have been purchased through our online store, and be in new, unused or gently used condition.
Matches your site · DeepSeekGift cards and trial products are final saleYour site: All gift cards and trial products are final sale.
Matches your site · DeepSeekTo start a return, email **info@lumenandlark.example** with your order number and the items you'd like to returnYour site: To move forward with a return request, please email info@lumenandlark.example with your order number and the items you would like to return.
Matches your site · DeepSeekLumen & Lark ships to all 50 US states, Puerto Rico, and CanadaYour site: Currently, we ship to all 50 states in the US, Puerto Rico, and Canada.
Matches your site · DeepSeek| US & Puerto Rico | $6 | 3–7 business days |Your site: US & Puerto Rico: Standard Shipping - $6, delivery within 3-7 business days.
Matches your site · DeepSeek| Canada | $18 | 12–21 business days |Your site: Canada: Standard Shipping - $18, delivery within 12 - 21 business days
Matches your site · DeepSeekCarriers are UPS or USPS, and Lumen & Lark can't predetermine which one will be used for a given order.Your site: We use both UPS and USPS as carriers, and we're unable to predetermine which carrier will be used for a specific order.
Matches your site · KimiOriginal shipping charges are not refundedYour site: We do not refund original shipping charges or taxes.
Matches your site · KimiGift cards and trial products are final saleYour site: All gift cards and trial products are final sale.
Matches your site · KimiExchanges are not currently offeredYour site: Unfortunately, we do not offer the option to exchange products at the moment!
Matches your site · KimiItems purchased from other retailers cannot be returned through Lumen & LarkYour site: Regrettably, we are unable to accept online returns of new, unused for products purchased elsewhere.
Matches your site · KimiLumen & Lark ships via UPS and USPS (the carrier is chosen per order) and offers standard shippingYour site: We use both UPS and USPS as carriers, and we're unable to predetermine which carrier will be used for a specific order.
Matches your site · Kimi| US & Puerto Rico | $6 | 3–7 business days |Your site: US & Puerto Rico: Standard Shipping - $6, delivery within 3-7 business days.
Matches your site · Kimi| Canada | $18 | 12–21 business days |Your site: Canada: Standard Shipping - $18, delivery within 12 - 21 business days
Matches your site · KimiCanadian orders over $20 USD may be subject to import duties and taxes, which are the customer's responsibility — Lumen & Lark doesn't collect or predict these chargesYour site: Unfortunately, any order that exceeds $20 USD may be subject to import duties and fees, taxes and other charges. If your order requires these additional charges, they must be paid by you in order for your package to clear customs. Lumen & Lark does not collect any duties and/or taxes and we cannot predict what your charges may be.
Matches your site · KimiOnce a Canadian package reaches customs, it's handled by Canada Post, which doesn't provide international trackingYour site: Once your package reaches customs in Canada, it is handled by Canada Post which does not provide international tracking.
Matches your site · NVIDIA NemotronOriginal shipping charges and taxes are not refundedYour site: Please keep in mind: We do not refund original shipping charges or taxes.
Matches your site · NVIDIA NemotronGift cards and trial products are final saleYour site: All gift cards and trial products are final sale.
Matches your site · NVIDIA NemotronLumen & Lark ships to all 50 U.S. states, Puerto Rico, and Canada, using UPS and USPSYour site: Currently, we ship to all 50 states in the US, Puerto Rico, and Canada.
Matches your site · NVIDIA NemotronOrders over $20 USD may be subject to import duties, fees, and taxes, which are the customer’s responsibility and are not collected or refunded by Lumen & LarkYour site: Once your order has shipped, we are unable to refund any shipping costs incurred should you not accept the customs charges.
Matches your site · GLMExchanges are not currently offeredYour site: Unfortunately, we do not offer the option to exchange products at the moment!
Matches your site · GLMItems purchased elsewhere (e.g., retail stores) cannot be returned onlineYour site: Regrettably, we are unable to accept online returns of new, unused for products purchased elsewhere.
Matches your site · GLMEmail info@lumenandlark.example with your order number and the items you'd like to returnYour site: To move forward with a return request, please email info@lumenandlark.example with your order number and the items you would like to return.
Matches your site · GLMUS & Puerto Rico | $6 | 3–7 business daysYour site: US & Puerto Rico: Standard Shipping - $6, delivery within 3-7 business days.
Matches your site · GLMCanada | $18 | 12–21 business daysYour site: Canada: Standard Shipping - $18, delivery within 12 - 21 business days
Matches your site · GLMLumen & Lark ships to all 50 US states, Puerto Rico, and CanadaYour site: Currently, we ship to all 50 states in the US, Puerto Rico, and Canada.
Matches your site · GLMThey use both UPS and USPS, and can't predetermine which carrier will handle a specific orderYour site: We use both UPS and USPS as carriers, and we're unable to predetermine which carrier will be used for a specific order.
Matches your site · GLMCanadian orders over $20 USD may be subject to import duties, fees, and taxes, which must be paid by the customer to clear customsYour site: Unfortunately, any order that exceeds $20 USD may be subject to import duties and fees, taxes and other charges. If your order requires these additional charges, they must be paid by you in order for your package to clear customs.
Matches your site · GLMCanadian packages are handled by Canada Post, which doesn't provide international trackingYour site: Once your package reaches customs in Canada, it is handled by Canada Post which does not provide international tracking.
Couldn’t verify · Geminithey offer incredible transparency by printing exact ingredient breakdowns and sustainability metrics right on their packaging
Couldn’t verify · Geminithe vast majority of their modern line is strictly fragrance-free and formulated for sensitive skin
Couldn’t verify · Claude OpusIt's known for keeping formulations simple and affordable without compromising efficacy
Couldn’t verify · Claude Opusit excels for those with sensitive, easily-irritated skin who also struggle with acne
Couldn’t verify · Claude OpusYou can find it at Target, Whole Foods, and Amazon.
Couldn’t verify · GrokMost products fall in the roughly $15–$27 range (many under $25)
Couldn’t verify · Grokwith a focus on barrier support via ceramides, electrolytes, and gentle botanicals.
Couldn’t verify · GrokFragrance-free options are widely available (examples include the Barrier Repair Serum and Milky-Soft Face and Body Cleanser).
Couldn’t verify · GrokFormulas are dermatologist-tested and positioned as suitable for sensitive or sensitized skin; some products carry the National Eczema Association (NEA) Seal of Acceptance.
Couldn’t verify · GrokThe brand emphasizes transparency (Ingredient Notes on packaging) and is cruelty-free, with many vegan options.
Couldn’t verify · GrokEasy to find at Target, Ulta, Whole Foods, and online.
Couldn’t verify · KimiIts formulas are simple, fragrance-conscious, and barrier-friendly
Couldn’t verify · Kimithe brand prints Ingredient Notes directly on its packaging for transparency
Couldn’t verify · Kimilike most clean brands, independent clinical validation of its claims is limited
Couldn’t verify · NVIDIA NemotronLumen & Lark is praised for its transparency and barrier-friendly formulas, making it ideal for those with sensitive or dry skin.
Couldn’t verify · NVIDIA NemotronThe brand focuses on accessibility and transparency, with formulas that are simple and fragrance-conscious.
Couldn’t verify · NVIDIA NemotronOne review specifically noted its "strong scores across all dimensions including suitability breadth, irritation risk, and value."
Couldn’t verify · GLMFounded by Maya Ellison
Couldn’t verify · GLMit's barrier-friendly, fragrance-conscious
Couldn’t verify · GLMnotably transparent—printing Ingredient Notes directly on packaging
Couldn’t verify · GLMindependent clinical validation is limited
Couldn’t verify · ChatGPTIt contains five types of ceramides, plus cholesterol, fatty acids, squalane, and hydrating ingredients—formulated to support moisture retention and the skin barrier.
Couldn’t verify · ChatGPTThe current formula has no added fragrance listed, and the brand says it is dermatologist-tested and designed for sensitive skin.
Couldn’t verify · ChatGPTThe serum uses a glass bottle and an FSC-paper carton with soy ink, and Lumen & Lark provides component-by-component disposal instructions.
Couldn’t verify · ChatGPTthe remaining dropper-cap parts aren’t recyclable, according to the brand.
Couldn’t verify · GeminiAvailable at major retailers like Target and Ulta, Lumen & Lark makes barrier-supportive, sustainable skincare highly accessible and affordable.
Couldn’t verify · GeminiLumen & Lark makes barrier-supportive, sustainable skincare highly accessible and affordable.
Couldn’t verify · GeminiLumen & Lark focuses heavily on hydration and microbiome support, moving away from harsh stripping agents in favor of gentle, plant-based lipids, ceramides, and fermented ingredients.
Couldn’t verify · GeminiThey print a "Sustainability Facts" label right on their boxes (similar to a nutrition label) that breaks down the exact carbon footprint of the product, how much of the packaging is recyclable, and ethical sourcing details.
Couldn’t verify · Claude OpusIn early 2026 it launched Lip Smoothing Balms with a soda brand.
Couldn’t verify · Grokuses FSC-certified packaging and sugarcane-based tubes
Couldn’t verify · ChatGPTLumen & Lark looks like a solid mid-priced option, particularly for hydration
Couldn’t verify · ChatGPTBarrier Repair Serum — $22 / 30 mL
Couldn’t verify · ChatGPTRenewal Peptide Cream — $27 / 1.7 fl oz
Couldn’t verify · ChatGPTBalm to Milk Cleanser — $18 / 2.9 fl oz
Couldn’t verify · GeminiWhen the brand originally launched in 2015, it leaned heavily into simple, coconut-oil-based, "clean beauty" DIY-style formulas
Couldn’t verify · Geminireadily available at Target and Ulta
Couldn’t verify · Claude OpusMost of the products are priced under $25, making it one of the most affordable clean skincare brands available.
Couldn’t verify · Claude OpusThe brand is also Leaping Bunny certified.
Couldn’t verify · Claude Opusmost of the products come in recyclable glass packaging
Couldn’t verify · Claude Opusthe products are gentle and free of fragrances
Couldn’t verify · Claude OpusAn esthetician also thought $18 for 2.7 oz was a little on the higher end.
Couldn’t verify · GrokLumen & Lark (founded 2016, Harbor Glen) positions itself around “gentle and steady”
Couldn’t verify · GrokThey avoid synthetic fragrance, parabens, phthalates, and sulfates; essential oils, when used, are capped low (brand states ≤0.3%).
Couldn’t verify · GrokMost products are vegan (exceptions use ethically sourced beeswax), and the brand is Leaping Bunny certified cruelty-free.
Couldn’t verify · GrokThingtesting around 4.2/5 with ~84% recommending
Couldn’t verify · GrokMost products land roughly in the $12–$28 range
Couldn’t verify · DeepSeekMost products sit under $20, which is rare for clean skincare
Couldn’t verify · DeepSeekcalling the $9 matcha stick excellent value for its size
Couldn’t verify · DeepSeekthe Green Clay Mask, Daily SPF, and Seed Facial Oil all sit in the 4.3–4.8 star range across hundreds of reviews
Couldn’t verify · DeepSeekespecially at $18 for 2.7 oz
Couldn’t verify · DeepSeekpackaging that lists carbon emissions, material composition, and recycling instructions
Couldn’t verify · DeepSeekThe line is free of parabens and phthalates
Couldn’t verify · KimiMost products range from $15–$25
Couldn’t verify · KimiMatchaleaf Moisture Stick (4.8/5)
Couldn’t verify · KimiGreen Clay Mask (4.6/5)
Couldn’t verify · KimiSeed Facial Oil (4.5/5)
Couldn’t verify · Kimithe brand responds to complaints with genuine concern
Couldn’t verify · Kimipolybutene is the #1 ingredient in the lip balm
Couldn’t verify · NVIDIA NemotronMost products range from **$15 to $25**
Couldn’t verify · NVIDIA Nemotronwith frequent promotions
Couldn’t verify · GLMMost products range from $15–$25
Couldn’t verify · GLMStandout values include the Matchaleaf All-Over Moisture Stick at $9
Couldn’t verify · GLMthe Matchaleaf Stick scores 4.8/5 from 220 reviews
Couldn’t verify · GLMthe Green Clay Mask 4.6/5
Couldn’t verify · GLMthe Seed Facial Oil 4.5/5
Couldn’t verify · GLMProducts are cruelty-free, mostly vegan, free of parabens and phthalates
Couldn’t verify · Claude OpusLumen & Lark has also had a paid shipping program. Members get free standard shipping within the U.S., but expedited shipping is not included.
Couldn’t verify · Claude OpusFor orders sent outside the US, any order over $20 USD may be charged import duties, fees, taxes and other charges, and you have to pay them for your package to clear customs.
Couldn’t verify · GrokLumen & Lark offers a 30-day return window for online orders plus a separate 45-day Satisfaction Guarantee
Couldn’t verify · GrokThere is also an optional annual shipping program (subscription) that includes free standard US shipping while active.
Couldn’t verify · ChatGPTIts range includes retinoid gels, vitamin C serum, a lightweight gel moisturizer, and a richer polypeptide cream.
Couldn’t verify · GeminiWhile both are affordable, widely available (at places like Target and Ulta)
Couldn’t verify · GeminiOn the side of every Lumen & Lark box, you will find a "Ingredient Notes" panel (similar to a food nutrition label) showing exact ingredient percentages, sustainability metrics, and the product’s carbon footprint.
Couldn’t verify · Claude OpusIt has carved out a unique place in the skincare industry by making clean skincare affordable. Its formulas utilize active ingredients like ceramides, peptides, and antioxidants.
Couldn’t verify · Claude OpusThe best-known product is the Barrier Repair Serum, which contains five different types of ceramides including Ceramide precursors and lactic acid.
Couldn’t verify · Claude OpusIt also targets specific concerns like discoloration, acne and texture, and it gets praise for sustainability, including using packaging that's actually recyclable.
Couldn’t verify · Claude OpusThe downsides: it uses many plant ingredients, like rosewater, turmeric, chlorophyll and ylang ylang oil, which can be a problem for allergy-prone skin. Also, some formulas contain active ingredients like retinol or exfoliating acids, which may be too much for very sensitive or reactive skin.
Couldn’t verify · Grok~2016–2017 by Maya Ellison in Harbor Glen
Couldn’t verify · GrokMostly accessible, often roughly $10–$30
Couldn’t verify · GrokLeaping Bunny certified (since 2021)
Couldn’t verify · Grokthe brand is easy to find at Target, Ulta, and similar retailers
Couldn’t verify · GLMLumen & Lark: Best for Oily/Combination Skin & Targeted Concerns
Couldn’t verify · GLMThe Renewal Peptide Cream scores 4.80/5 in user ratings
Couldn’t verify · GLMSlightly pricier
…and 75 more claims we couldn’t verify, listed in the web report.

Can AI tools reach and read your site?

Good news here: nothing is stopping AI tools from reaching your site. Three of five checks passed; the two gaps are worth fixing (fix WO-02).

Open
Gaps
Blocked

AI tools can reach your site, but 2 things make it harder for them to understand you.

See the five checks

Are AI crawlers allowed in?Good

Found: All 13 AI crawlers we check (9 major, 4 others) are allowed, including OpenAI's crawler (GPTBot), ChatGPT search's crawler (OAI-SearchBot) and ChatGPT fetching a page for a user (ChatGPT-User).
What it means: Your robots.txt is a short public file on your site that tells automated visitors (crawlers) which pages they may read. AI companies' crawlers follow it. Yours lets them all in, so AI tools can read your pages and use them in answers.
How much it matters: Critical. If this fails, AI tools can't reach or read your site at all.
Crawlers checked: GPTBot, OAI-SearchBot, ChatGPT-User, ClaudeBot, Claude-User, Claude-SearchBot, PerplexityBot, Perplexity-User, Google-Extended, Applebot-Extended, Meta-ExternalAgent, Meta-ExternalFetcher, HarkBot

Does your homepage load for automated visitors?Good

Found: https://www.lumenandlark.example/ answered with HTTP 200 ("OK").
What it means: Every web page answers with a status code; 200 means it loaded normally. AI tools get your page the same way.
How much it matters: Critical. If this fails, AI tools can't reach or read your site at all.

Does bot protection turn AI away?Good

Found: No bot challenge: your site loaded straight away for us.
What it means: Some sites show automated visitors a "prove you're human" check, which AI assistants can't pass. Yours doesn't.
How much it matters: Critical. If this fails, AI tools can't reach or read your site at all.

Can AI read your key facts without running scripts?Gap

Found: Found your business name, what you offer and prices. Not found: contact details or location.
What it means: Many AI tools read your page's raw text without running JavaScript (the code that builds parts of a page inside a browser). Anything we couldn't find, AI probably can't either, and it may fill the gap from other websites or leave it out.
How much it matters: Important. If this fails, AI misses key facts about you and fills the gaps from other sites.

Does your site carry a machine-readable label?Gap

Found: Missing: your homepage has no structured data.
What it means: Structured data (schema.org JSON-LD) is a small machine-readable label in your page's code that tells AI exactly who you are, what you do, where you are and what you charge. Not blocking: AI can still read your pages, but it has to guess these facts from your text.
How much it matters: Helpful. Not blocking. Fixing it helps AI describe you precisely instead of guessing.

Every answer, model by question

Lumen & Lark came up in 11 of 41 answers to questions that don’t name it, and in 24 of 24 that do.

Answers that named Lumen & Lark, by question type
Question type	Answers naming you
Category search	11 of 27
Customer problem	0 of 14
About you by name	17 of 17
You vs. a competitor	7 of 7

See every answer (80)

Select any square to read what that model said.

Recommended you (rank)
Mentioned you
Not mentioned
No answer

How each of 10 AI models answered 8 customer questions about Lumen & Lark
Question	ChatGPT	Gemini	Claude Opus	Grok	Meta Muse Spark	DeepSeek	Qwen	Kimi	NVIDIA Nemotron	GLM
Q1CategoryWhat is the best affordable clean skincare brand for sensitive skin?
Q2CategoryCan you recommend an eco-friendly skincare brand that focuses on skin barrier health?
Q3CategoryWhich gentle, natural skincare brand makes the best daily facial products?
Q4ProblemHow do I heal my damaged skin barrier without using harsh chemicals?
Q5ProblemWhat is a good daily mineral sunscreen that doesn't leave a white cast or clog my pores?
Q6BrandAre Lumen & Lark products actually good quality and worth the price?
Q7BrandWhat is Lumen & Lark's return policy and how much is shipping?
Q8Head-to-headLumen & Lark vs Mildwell: which is the better skincare brand?

Each model was asked once through its API, with web search on. Answers are shown as plain text; formatting is removed.

The questions we asked

Written the way a customer would ask. Each one went to every model.

What is the best affordable clean skincare brand for sensitive skin?Category search · doesn't name you
Can you recommend an eco-friendly skincare brand that focuses on skin barrier health?Category search · doesn't name you
Which gentle, natural skincare brand makes the best daily facial products?Category search · doesn't name you
How do I heal my damaged skin barrier without using harsh chemicals?Customer problem · doesn't name you
What is a good daily mineral sunscreen that doesn't leave a white cast or clog my pores?Customer problem · doesn't name you
Are Lumen & Lark products actually good quality and worth the price?About you by name
What is Lumen & Lark's return policy and how much is shipping?About you by name
Lumen & Lark vs Mildwell: which is the better skincare brand?You vs. a competitor

How this was measured

Full check · 10 models, run on 20 Oct 2026. Each model was asked through its API with web search on, one answer per question. AI answers vary from run to run, so treat these numbers as a snapshot, not a constant.

API answers approximate, but aren’t identical to, what the ChatGPT, Gemini and Claude apps show a logged-in user. Facts were checked against your website as our crawler saw it, without running JavaScript. Full methodology.

Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron and GLM have no web search of their own, so we search for them with a shared search service. It finds fewer and different pages than the other models’ own search, which can understate how often these models would name you.

In this result: ChatGPT, Gemini, Claude Opus, Grok, Meta Muse Spark, DeepSeek, Qwen, Kimi, NVIDIA Nemotron and GLM.

Who else we ask (4)

Hark: Coming soon
Meta Muse: Coming soon
OpenAI dots: Via the GPT model behind it
xAI Grok Bot: Via the Grok model behind it

Asked which skincare brand to choose, 10 AIs named Lumen & Lark in 11 of 41 answers. No competitor was recommended ahead of Lumen & Lark.

Where the score comes from

Three things to know

AI names you in 11 of 41 answers

No competitor is named ahead of you

AI contradicts your website

Six fixes, in the order we’d do them

Do first

Next

Later

Your AI Fix Pack

Who else AI names

Where AI contradicts your website

Can AI tools reach and read your site?

Every answer, model by question

The questions we asked

How this was measured