A fictional store and fictional answers, built to show how the report works. Not a live test or a customer result.
ChatGPT often picks Cedar Table for small kitchens; Gemini mostly sends buyers to Hearth Foundry and Ember Kitchen.
When ChatGPT names Cedar Table it usually recommends it, calling the skillet light and easy to handle. Gemini names you less and picks Hearth Foundry or Ember Kitchen instead. Budget answers quote a higher price than your product page shows, then rule you out, so fixing that price is the quickest win.
At a glance
What to do
Your action plan
In the order we’d do them.
Fix the price assistants quote for the compact skillet
- Impact: high
- Effort: small
Budget answers quote a higher price than your product page shows, then rule you out. Show the current price in visible text on the product page and keep every listing in step with it.
Show why
“Cedar Table’s compact skillet sells for around $90”
ChatGPT · Value · answer 1 “Ember Kitchen is the better value under $75.”
ChatGPT · Value · answer 1 Our confidence in this kind of change: moderate. It isn’t a promised result.
Publish dimensions and weight on the compact skillet page
- Impact: high
- Effort: small
Answers that list you without recommending you tell buyers to check dimensions and weight first. State the cooking surface, overall length, empty weight and suitable heat sources on the product page.
Show why
“Check dimensions, weight and the care guide before choosing.”
ChatGPT · Choosing a brand · answer 3 “My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
ChatGPT · Alternatives · answer 1 Our confidence in this kind of change: moderate. It isn’t a promised result.
Give assistants a reason to pick you over Hearth Foundry
- Impact: medium
- Effort: medium
Hearth Foundry’s own site is cited in answers that leave you out. A plain comparison page that says what makes your compact skillet different gives assistants something specific to quote.
Show why
“Start with Hearth Foundry: its skillet is durable and widely stocked.”
ChatGPT · Choosing a brand · answer 1 Our confidence in this kind of change is low, so treat it as a test. It isn’t a promised result.
All 5 actions
Put the care guide where buyers look
- Impact: medium
- Effort: medium
Answers that recommend you still send buyers to a care guide before first use. Link a short first-use and seasoning guide from the product page.
Show why
“Check the care guide before first use.”
ChatGPT · Choosing a brand · answer 1 “My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
ChatGPT · Product details · answer 3 Our confidence in this kind of change is low, so treat it as a test. It isn’t a promised result.
Keep the light, easy-to-handle wording
- Impact: low
- Effort: small
Assistants already describe you as light and easy to handle when they recommend you. Keep that wording on every page and listing.
Show why
“My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
ChatGPT · Choosing a brand · answer 1 “My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
ChatGPT · Product details · answer 1 Our confidence in this kind of change: moderate. It isn’t a promised result.
Where you win
Question by question
You were recommended in at least half the answers to 6 of 15 buyer questions. Each was asked 3 times in every assistant. Open a question for the answers.
- Recommends you in half or more
- Names you, picks others more
- Picks others, not you
- Names no brand
Choosing a brand
Brands to consider: Which brands of cast iron cookware are worth considering in the US? ChatGPT: Recommends you in half or more. Gemini: Names you, picks others more.
Which brands of cast iron cookware are worth considering in the US?
- ChatGPT named you in 3 of 3 answers, recommended you in 2
- Gemini named you in 2 of 3 answers, recommended you in 1
Also recommended here: Hearth Foundry (1), Ember Kitchen (1)
“My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
Best to buy online: I'm buying cast iron cookware online. Which options are the best, and why? ChatGPT: Picks others, not you. Gemini: Picks others, not you.
I'm buying cast iron cookware online. Which options are the best, and why?
- ChatGPT named you in 0 of 3 answers, recommended you in 0
- Gemini named you in 0 of 3 answers, recommended you in 0
Also recommended here: Hearth Foundry (5), Ember Kitchen (5)
“Start with Hearth Foundry: its skillet is durable and widely stocked.”
Top three compared: Compare three recommended brands of cast iron cookware and explain their main differences. ChatGPT: Recommends you in half or more. Gemini: Names you, picks others more.
Compare three recommended brands of cast iron cookware and explain their main differences.
- ChatGPT named you in 3 of 3 answers, recommended you in 2
- Gemini named you in 2 of 3 answers, recommended you in 0
Also recommended here: Hearth Foundry (1), Ember Kitchen (1)
“My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
Use cases
First-time buyer: What cast iron cookware would you suggest to a first-time buyer, and why? ChatGPT: Recommends you in half or more. Gemini: Recommends you in half or more.
What cast iron cookware would you suggest to a first-time buyer, and why?
- ChatGPT named you in 3 of 3 answers, recommended you in 3
- Gemini named you in 3 of 3 answers, recommended you in 2
“My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
Small spaces: What cast iron cookware would be practical for a small home, and what dimensions should I check? ChatGPT: Picks others, not you. Gemini: Picks others, not you.
What cast iron cookware would be practical for a small home, and what dimensions should I check?
- ChatGPT named you in 0 of 3 answers, recommended you in 0
- Gemini named you in 0 of 3 answers, recommended you in 0
Also recommended here: Ridgeline Iron (5), Hearth Foundry (1), Ember Kitchen (1)
“For a small kitchen, Ridgeline Iron is my top pick because its 8-inch skillet fits a narrow cabinet and hangs on a hook.”
Gifts: What cast iron cookware would you recommend as a gift, and for whom? ChatGPT: Names you, picks others more. Gemini: Names you, picks others more.
What cast iron cookware would you recommend as a gift, and for whom?
- ChatGPT named you in 3 of 3 answers, recommended you in 1
- Gemini named you in 2 of 3 answers, recommended you in 0
“My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
Product details
Materials and care: Which brands of cast iron cookware clearly describe materials, dimensions and care? ChatGPT: Recommends you in half or more. Gemini: Recommends you in half or more.
Which brands of cast iron cookware clearly describe materials, dimensions and care?
- ChatGPT named you in 3 of 3 answers, recommended you in 3
- Gemini named you in 2 of 3 answers, recommended you in 2
Also recommended here: Hearth Foundry (1), Ember Kitchen (1)
“My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
Build quality: How do construction and everyday practicality compare across brands of cast iron cookware? ChatGPT: Recommends you in half or more. Gemini: Recommends you in half or more.
How do construction and everyday practicality compare across brands of cast iron cookware?
- ChatGPT named you in 3 of 3 answers, recommended you in 3
- Gemini named you in 3 of 3 answers, recommended you in 3
“My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
Assembly and cleaning: Which brands of cast iron cookware give clear assembly, cleaning or compatibility information? ChatGPT: Names you, picks others more. Gemini: Names you, picks others more.
Which brands of cast iron cookware give clear assembly, cleaning or compatibility information?
- ChatGPT named you in 3 of 3 answers, recommended you in 1
- Gemini named you in 3 of 3 answers, recommended you in 0
“My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
Value
Value for money: What cast iron cookware would give an occasional buyer worthwhile value? ChatGPT: Names you, picks others more. Gemini: Names you, picks others more.
What cast iron cookware would give an occasional buyer worthwhile value?
- ChatGPT named you in 3 of 3 answers, recommended you in 0
- Gemini named you in 2 of 3 answers, recommended you in 0
Also recommended here: Ember Kitchen (6), Hearth Foundry (1)
“Ember Kitchen is the better value under $75.”
Premium worth it: Which premium brands of cast iron cookware justify their price, and why? ChatGPT: Names you, picks others more. Gemini: Names you, picks others more.
Which premium brands of cast iron cookware justify their price, and why?
- ChatGPT named you in 2 of 3 answers, recommended you in 0
- Gemini named you in 1 of 3 answers, recommended you in 0
Also recommended here: Ember Kitchen (6), Hearth Foundry (3)
“Ember Kitchen is the better value under $75.”
Price and shipping: Compare the purchase price, shipping and included items for three brands of cast iron cookware. ChatGPT: Names no brand. Gemini: Names no brand.
Compare the purchase price, shipping and included items for three brands of cast iron cookware.
- ChatGPT named you in 0 of 3 answers, recommended you in 0
- Gemini named you in 0 of 3 answers, recommended you in 0
Alternatives
Indie brands: Which smaller or independent brands of cast iron cookware should I consider? ChatGPT: Recommends you in half or more. Gemini: Names you, picks others more.
Which smaller or independent brands of cast iron cookware should I consider?
- ChatGPT named you in 3 of 3 answers, recommended you in 2
- Gemini named you in 1 of 3 answers, recommended you in 1
Also recommended here: Hearth Foundry (2), Ember Kitchen (2)
“My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
Big-name alternatives: What are worthwhile alternatives to the most widely available brands of cast iron cookware? ChatGPT: Recommends you in half or more. Gemini: Names you, picks others more.
What are worthwhile alternatives to the most widely available brands of cast iron cookware?
- ChatGPT named you in 3 of 3 answers, recommended you in 3
- Gemini named you in 3 of 3 answers, recommended you in 1
“My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
By budget and taste: What cast iron cookware would you recommend for different budgets and preferences? ChatGPT: Recommends you in half or more. Gemini: Picks others, not you.
What cast iron cookware would you recommend for different budgets and preferences?
- ChatGPT named you in 2 of 3 answers, recommended you in 2
- Gemini named you in 0 of 3 answers, recommended you in 0
Also recommended here: Hearth Foundry (4), Ember Kitchen (4)
“My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle.”
About you
What AI says about you
How AI describes you
Numbers are answers using each word.
The trade-off AI raises most
“Check the care guide before first use.”
2 more trade-offs
“Check dimensions, weight and the care guide before choosing.”
“Cedar Table’s compact skillet sells for around $90, which is a lot for occasional use.”
Facts check
What the answers state about Cedar Table, checked against your own pages.
Wrong
PriceAI says $90 (3 answers)Your page Price: $64.
“Cedar Table’s compact skillet sells for around $90”
ChatGPT · Value · answer 1 “Cedar Table’s compact skillet sells for around $90”
ChatGPT · Value · answer 2 “Cedar Table’s compact skillet sells for around $90”
ChatGPT · Value · answer 3 From your page: https://cedar-table.example/products/compact-skillet (illustrative URL)
Some answers say they couldn’t find
Confirmed
2 facts AI gets right
- Materials The compact skillet comes preseasonedYour page: Preseasoned cast iron.
- Product range Makes compact cast iron cookwareYour page: Compact skillet. Preseasoned cast iron.
Competitors
Who else AI recommends
Answers that recommend each brand, out of 90. One answer can recommend several.
- Cedar Table (you)32 answers recommend you
- Ember KitchenYou asked us to watch this brand. Named in 29 answers.Described as cheaper · lighter · under $7527 answers recommend Ember Kitchen
- Hearth FoundryYou asked us to watch this brand. Named in 76 answers.Described as heavier · durable · widely stocked19 answers recommend Hearth Foundry
- Ridgeline IronDescribed as 8-inch · fits a narrow cabinet5 answers recommend Ridgeline Iron
Sources
Where AI gets its information
Answers that link each kind of page, out of 90. One answer can link several.
By kind of page
Most-linked sites
- cedar-table.exampleYour site50 answers
- hearth-foundry.example21 answers
- budget-kitchen.example8 answers
- home-cook-journal.example6 answers
- small-kitchen-guide.example5 answers
Show all 5 sites
| Site | Kind | ChatGPT | Gemini | Answer |
|---|---|---|---|---|
| cedar-table.example | Your site | 29 of 45 | 21 of 45 | |
| hearth-foundry.example | Rival brand sites | 5 of 45 | 16 of 45 | |
| budget-kitchen.example | Articles and reviews | 5 of 45 | 3 of 45 | |
| home-cook-journal.example | Articles and reviews | 3 of 45 | 3 of 45 | |
| small-kitchen-guide.example | Articles and reviews | 3 of 45 | 2 of 45 |
Evidence
Check our work
Every number above comes from these answers.
Every answer, question by question (90 answers)
90 matching captures. Highlights mark exact matches of your store name and any competitors you named.
ChatGPT · Capture 1 · Captured
Which brands of cast iron cookware are worth considering in the US?
My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle. Hearth Foundry is a heavier alternative. Check the care guide before first use.
- Compact skillet specifications (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 2 · Captured
Which brands of cast iron cookware are worth considering in the US?
My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle. Hearth Foundry is a heavier alternative. Check the care guide before first use.
- Compact skillet specifications (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 3 · Captured
Which brands of cast iron cookware are worth considering in the US?
Cedar Table is one option to compare for compact cast iron cookware. Hearth Foundry also offers small skillets. Check dimensions, weight and the care guide before choosing.
- Compact skillet specifications (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 1 · Captured
I'm buying cast iron cookware online. Which options are the best, and why?
Start with Hearth Foundry: its skillet is durable and widely stocked. Ember Kitchen is a lighter, cheaper alternative.
- Skillet collection (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 2 · Captured
I'm buying cast iron cookware online. Which options are the best, and why?
Start with Hearth Foundry: its skillet is durable and widely stocked. Ember Kitchen is a lighter, cheaper alternative.
- Skillet collection (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 3 · Captured
I'm buying cast iron cookware online. Which options are the best, and why?
Start with Hearth Foundry: its skillet is durable and widely stocked. Ember Kitchen is a lighter, cheaper alternative.
- Skillet collection (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 1 · Captured
Compare three recommended brands of cast iron cookware and explain their main differences.
My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle. Hearth Foundry is a heavier alternative. Check the care guide before first use.
- Compact skillet specifications (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 2 · Captured
Compare three recommended brands of cast iron cookware and explain their main differences.
Cedar Table is one option to compare for compact cast iron cookware. Hearth Foundry also offers small skillets. Check dimensions, weight and the care guide before choosing.
- Compact skillet specifications (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 3 · Captured
Compare three recommended brands of cast iron cookware and explain their main differences.
My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle. Hearth Foundry is a heavier alternative. Check the care guide before first use.
- Compact skillet specifications (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 1 · Captured
What cast iron cookware would you suggest to a first-time buyer, and why?
My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle. Hearth Foundry is a heavier alternative. Check the care guide before first use.
- Compact skillet specifications (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 2 · Captured
What cast iron cookware would you suggest to a first-time buyer, and why?
My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle. Hearth Foundry is a heavier alternative. Check the care guide before first use.
- Compact skillet specifications (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 3 · Captured
What cast iron cookware would you suggest to a first-time buyer, and why?
My top pick is Cedar Table’s compact skillet: it is light, preseasoned and easy to handle. Hearth Foundry is a heavier alternative. Check the care guide before first use.
- Compact skillet specifications (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 1 · Captured
What cast iron cookware would be practical for a small home, and what dimensions should I check?
For a small kitchen, Ridgeline Iron is my top pick because its 8-inch skillet fits a narrow cabinet and hangs on a hook. Hearth Foundry also makes a compact size.
- Compact skillets for small kitchens (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 2 · Captured
What cast iron cookware would be practical for a small home, and what dimensions should I check?
For a small kitchen, Ridgeline Iron is my top pick because its 8-inch skillet fits a narrow cabinet and hangs on a hook. Hearth Foundry also makes a compact size.
- Compact skillets for small kitchens (illustrative URL) · Cited source
Shopping cards: not measured.
ChatGPT · Capture 3 · Captured
What cast iron cookware would be practical for a small home, and what dimensions should I check?
For a small kitchen, Ridgeline Iron is my top pick because its 8-inch skillet fits a narrow cabinet and hangs on a hook. Hearth Foundry also makes a compact size.
- Compact skillets for small kitchens (illustrative URL) · Cited source
Shopping cards: not measured.
How we measured this
- What we asked
- 15 buyer questions about Cast iron cookware, each asked 3 times in ChatGPT and Gemini. United States, English, Oct 19, 2026. The questions are a research sample; no search volume is claimed.
- What counts
- 90 answers are counted, each once. A missing answer is never counted as you being left out.
- Recommends you
- An answer recommends you when it makes you its top pick or presents you as a choice to buy. The likely range allows for chance in a sample this size; treat overlapping ranges as the same result.
- ChatGPT: 22 of 45 answers (49%), likely 35–63% of answers like these. Top pick 22 · Recommended 0 · Listed only 7 · Named with a caveat 5 · Advised against 0 · Not named 11
- Gemini: 10 of 45 answers (22%), likely 13–36% of answers like these. Top pick 10 · Recommended 0 · Listed only 11 · Named with a caveat 3 · Advised against 0 · Not named 21
- Quotes
- Every brand, description and fact here had to be quoted word for word from an answer. Nothing had to be left out. Counts are worked out from those quotes, never written by a model.
- Facts
- Checked against your public pages. A fact we couldn’t find there is reported as not found, not as wrong.
- What this can’t see
- Shopping cards, exact product placement, pages an assistant read without linking, personalization and location. No traffic, sales or search volume is estimated.
- Who read the answers
- An AI model read every answer on Oct 19, 2026, and the counts were worked out from what it quoted. AI answers change; a later change doesn’t prove a fix caused it.
Technical details
illustrative fixture (no model call). Questions illustrative-1, scoring 1, shelf-insights-v15.
- Availability
- This illustrative sample stays available as a product demonstration.
3 public pages we checked
https://cedar-table.example/products/compact-skillet
Inspected Oct 19, 2026
Compact skillet. Preseasoned cast iron. Price: $64. Dimensions, empty weight and compatible heat sources are not listed in this illustrative page snapshot.
Open public page (illustrative URL)https://cedar-table.example/pages/care
Inspected Oct 19, 2026
Wash and dry your skillet. This illustrative care page does not describe seasoning maintenance or first-use steps.
Open public page (illustrative URL)https://cedar-table.example/pages/warranty
Inspected Oct 19, 2026
Contact us with warranty questions. This illustrative page does not state duration, coverage or exclusions.
Open public page (illustrative URL)Illustrative sample: fictional store, answers and figures. 90 AI answers from ChatGPT and Gemini, Oct 19, 2026. Every quote, every answer and the method are in the full report linked below. Results are a research sample and don’t prove cause and effect.
Golden Digital · tools.goldendigital.co
Full report, with every answer and the method: tools.goldendigital.co/tools/ai-visibility-checker/sample
Questions about this report? Email hello@goldendigital.co or book a 30-minute call: tools.goldendigital.co/book?from=pdf-ai-visibility-report
Questions about this report? Send us a note. Contacting us is your choice; viewing the report doesn’t start a sales follow-up.
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