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Sample report

What your AI visibility report looks like

This is the report we deliver to clients, shown for a skincare brand. The brand is hidden and the numbers are illustrative; your report uses your questions, your competitors and real answers.

Clean skincare · United States · Sep 14 – Oct 11, 2026
answers a month
1,000s
AI engines
4
competitors
4
1 · Summary

Up 7 points, with ChatGPT still the gap

AI visibility 23%± 1.6+7 ptsvs previous 4 weeks
Share of voice 7.2%+2.2 ptsvs previous 4 weeks
Average position #3.40.6 places higherwas #4.0 (lower is better)
Sentiment 75/100+2, no clear changevs previous 4 weeks
Cited as a source 11%+4 ptsvs previous 4 weeks

Wins

  • Visibility up 7 points to 23%, well beyond the margin of error, so a real rise, not noise.
  • Now the 4th most-named brand of 37 (was 5th), past Mira & Moss.
  • Named in 55% of answers to “Alternatives to Solene Skin that cost less?”, ahead of every other brand.

Risks

  • ChatGPT names you in only 14% of answers. 41% of its answers cite one beauty magazine whose lists leave you out.
  • ChatGPT still says your vitamin C serum contains fragrance, which hasn't been true since March 2026.
  • 0–21% on rosacea-friendly moisturisers, a question your barrier cream fits. Ardenne Labs takes it.

± = 95% margin of error, from the number of answers behind each figure. A change compares two periods, so its margin is wider (±2.1 points for your visibility). A smaller change is reported as “no clear change”.

2 · Visibility

Named in 23% of answers, 2.3× more often on Gemini than ChatGPT

AI visibility, week by week

Share of answers naming each brand, week by week, all four engines. Dashed line: first fixes live. The report figures average the 4 weeks since then.

0%10%20%30%40%50%Aug 17Aug 24Aug 31Sep 7Sep 14Sep 21Sep 28Oct 5First fixes liveYou
  • You ()
  • Solene Skin
  • Ardenne Labs
  • Kalia Naturals
  • Mira & Moss

Visibility by engine

Where AI names you most, and where it doesn't. Each engine has fewer answers than the total, so wider margins.

  • ChatGPT14%± 2.6
  • Perplexity27%± 3.3
  • Google AI Overviews19%± 2.9
  • Gemini32%± 3.5

ChatGPT is the gap. 41% of its answers cite one beauty magazine, and its lists leave you out.

3 · Questions

Strong on alternatives and clean skincare, missing on rosacea

Your customers' questions, from every angle

10 of the questions we track, asked the way your customers ask them. Share of answers that name you, per question and engine, over the 4 weeks.

Swipe the table sideways to see every column →

QuestionChatGPTPerplexityGoogle AI OverviewsGeminiTop other brand
Best vitamin C serum for sensitive skin?Need21%39%32%50% Solene Skin
Fragrance-free moisturiser for rosacea-prone skin?ConcernGap0%11%0%21% Ardenne Labs
Clean skincare brands that actually work?Discovery29%50%39%61% Solene Skin
Alternatives to Solene Skin that cost less?Comparison50%61%39%71% Kalia Naturals
Best skincare gift set under $100?Gift39%29%21%50% Kalia Naturals
Is good for sensitive skin?Branded100%100%89%100%—
Gentle retinol alternative for beginners?Ingredient11%29%21%39% Mira & Moss
Non-comedogenic face oil for oily skin?Need21%18%11%29% Ardenne Labs
Niacinamide or vitamin C: which should I use first?How-toAdvice, few brands0%0%0%7%Mostly no brand named
Best mineral sunscreen for daily wear?NeedNot worth chasing0%0%0%0%Not your product

Shading: darker = named more often. Answers that give general advice without naming any brand don't count against you.

4 · Competitors

#4 of 37 brands, and up from #5

Who AI recommends in your category

Top 5 of the 37 brands AI named in your category.

Swipe the table sideways to see every column →

#BrandVisibilityShare of voiceAvg. positionSentimentChange
1Solene Skin42%13.1%#1.978+2 pts
2Ardenne Labs29%9.1%#2.671−2 pts
3Kalia Naturals26%8.1%#3.076+2 pts
4 You23%7.2%#3.475+7 pts
5Mira & Moss18%5.6%#3.869−1 pt

Change vs the previous 4 weeks. Grey: within the margin of error, so no clear change.

Why Solene Skin leads

  • #1 in the vitamin C list of the magazine ChatGPT cites most, and in the top 3 of the clean-beauty list.
  • A dedicated sensitive-skin page with a dermatologist quote, cited in 8% of answers.
  • 4× more Reddit mentions than you in the threads AI cites.

Where you beat them

  • “Alternatives to Solene Skin that cost less”: named in 55% of answers, ahead of Kalia Naturals.
  • Gemini names you in 61% of answers to “Clean skincare brands that actually work?”.
  • Perplexity cites your website more often than any competitor's.
5 · Sources

AI describes you from other people's pages

What AI reads

Sources behind the answers, by type (share of all citations).

  • Editorial (magazines, lists)34%
  • Forums, reviews and video26%
  • Retailers18%
  • Brand websites14%
  • Reference (ingredient databases)8%
Named 23% · cited 11%

AI knows you but rarely reads your pages. What it says about you comes mostly from other people's pages. Clear product facts on your own site close this gap.

The pages that decide the answer

Share of answers that cite each source, and whether you're on it.

SourceTypeCited inYou on it?
reddit.comForum31%Yes, in 2 of 9 cited threads
Beauty magazine A“Best of” lists (vitamin C serums, moisturisers) · cited in 41% of ChatGPT answersEditorial24%No
amazon.comRetailer19%Yes
ewg.orgSkin Deep ratingsReference15%No rating
youtube.comVideo12%Yes, 1 review
Your website ()Brand11%—
Beauty magazine B“Clean beauty brands worth the money”Editorial10%Yes, #6 of 12
incidecoder.comReference9%Yes
6 · Perception

A positive tone, and two facts that are out of date

Sentiment by engine

Tone of the answers that name you (0–100).

  • ChatGPT71
  • Perplexity76
  • Google AI Overviews72
  • Gemini77

Positive on every engine. Category average: 73. Below 65 would mean AI warns people about you.

What AI praises

Share of answers naming you that say it.

  • Gentle on sensitive skin46%
  • Short, clear ingredient lists31%
  • Good-value sets22%

Concerns it raises

  • Smaller brand, fewer reviews14%
  • Slow shipping outside the US9%

Wrong or outdated facts

What AI repeats that is no longer true.

  • ChatGPT“The vitamin C serum contains added fragrance.”Reformulated fragrance-free in March 2026. The old product page is still live and indexed.
  • Perplexity“The barrier cream costs $48.”Current price $42. The $48 comes from a 2025 retailer listing.

One answer, as the engine gave it

Gemini · “Best vitamin C serum for sensitive skin?” · US

For sensitive skin, look for a lower-strength, stable form of vitamin C and no added fragrance. Good options: Solene Skin (a 10% serum that is often recommended for beginners), (fragrance-free, with a short ingredient list) and Ardenne Labs (a stronger 15% formula, better once your skin is used to it).
Sources used:Beauty magazine Areddit.comincidecoder.com
7 · Recommendations

What to change first

Changes already live

Made during this period, while your visibility rose from 16% to 23%.

  • Sep 14Vitamin C serum page rewritten for sensitive skin: who it suits, strength, what's left out.
  • Sep 18FAQ added to 6 product pages, answering the questions customers ask AI.
  • Sep 25Reviews from sensitive-skin customers collected and shown on the product pages.

Next, in order of priority

  1. 1Get into the magazine lists ChatGPT readsBeauty magazine A is cited in 24% of all answers and 41% of ChatGPT's. Its vitamin C and moisturiser lists name Solene Skin and Ardenne Labs, not you. Send the editor your fragrance-free formula, test results and samples.Off-siteImpact: HighEffort: Medium4 questions
  2. 2Fix the outdated fragrance factRedirect the old serum page to the new one and say “fragrance-free since March 2026” on the product page and in its FAQ.ContentImpact: HighEffort: Low3 questions
  3. 3Publish a page for rosacea-prone skinYour barrier cream fits the question, but no page says who it's for. One page: ingredients left out, who it suits, dermatologist notes, reviews from rosacea customers.ContentImpact: HighEffort: Medium2 questions

3 more actions in the full report

Your report lists every action for your brand, with the pages to change and who to contact.

Get your report

Not worth chasing. “Best mineral sunscreen” (0% on every engine): you don't sell sunscreen, so this isn't a gap.

Next: we keep asking the same questions every day, so the next report shows which changes moved the numbers. These actions raise your chances of being recommended; no one can guarantee it.

Get this report for your business

Your questions, your competitors, real answers from the AI engines your customers use, and the changes to make first.

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