Asked where to buy commercial refrigerators, ice machines or dishwashers, AI named Saltbridge in 0 of 36 answers. Winning the same searches on Google is worth about $174,000 a year.
Oct. 27, 2026
Saltbridge Kitchen Supply sells commercial kitchen equipment online. Its catalog runs to tens of thousands of products: reach-in refrigerators, ice machines, walk-in coolers, dishwashers and the water filter cartridges that protect ice machines. Many big-ticket items ship free. Restaurant owners search Google for this equipment 227,100 times a month. More of them now ask an AI assistant where to buy before they ever open a store's site.
We asked ChatGPT, Gemini, Perplexity and Claude where to buy a commercial refrigerator, an ice machine, a walk-in cooler, a dishwasher and restaurant equipment for a new restaurant. We asked several times on each tool with web search on. None of the 60 answers named Saltbridge. On refrigerators, ice machines and dishwashers alone that is 0 of 36. Rival A, a national category leader, was named in 79 of all 84 answers we collected. Saltbridge shows up in only two places. It was named in 5 of 12 answers on commercial microwaves and 2 of 12 on ice machine water filters. It already publishes buying guides for its biggest categories, so the gap is not a missing guide.
On Google the store sits outside the top 100 for "commercial refrigerator", the biggest single equipment search at 18,100 a month. Winning the same searches on Google is worth about $174,000 a year in gross profit in the likely case, with a range of $77,000 to $287,000. That is about $14,500 for every month the pages wait.
What we learned about Saltbridge from the outside
We read the store the way Google and AI read it: the homepage, the category pages, the buying guides, the review profiles and robots.txt. Six things stand out.
Online only. Orders ship nationwide by parcel or freight, with phone, chat and email support on weekdays.
A self-serve catalog with free shipping on many big-ticket items, plus quotes for larger orders.
Tens of thousands of products across refrigeration, ice, cooking, warewashing, smallwares and disposables.
Low prices on known brands and help from staff who know the equipment.
A long record with buyers and strong review scores.
A lean team, which makes every page that sells without a phone call matter more.
Three goals the business is built around
The same three goals show up on nearly every page. Under each is where it stands in search and AI answers today.
Sell big-ticket equipment online
Reach-in refrigerators, ice machines and dishwashers carry the price tags and free shipping. Category pages list hundreds of models with prices.
TodayGoogle does not show the store in the top 100 for "commercial refrigerator", "commercial ice machine" or "commercial dishwasher". AI named it in 0 of 36 answers on those three questions.
Keep operators coming back for filters and parts
Filter cartridges and ice machine parts sell steadily. Operators replace ice machine filters about every six months.
TodayThis is where AI already notices Saltbridge: 2 of 12 water filter answers named it. Google ranks it on page two for branded cartridge searches but not in the top 100 for "ice machine water filter".
Help buyers choose the right unit
The site publishes buying guides for its biggest categories and offers trained staff by phone and chat.
TodayGuides cover refrigeration, ice machines, walk-ins, dishwashers, combi ovens and water filters. AI still named rivals in all 60 answers on the five buying questions.
Equipment buyers now narrow their choice of store with AI before they compare prices. The data points one way: Saltbridge already has guides for its biggest categories, yet AI names the rivals that other sites name. If any of this reads wrong from the inside, tell us and we will correct this Pattern Map.
Buyers know two rivals by name. Everyone else has to be found.
Searches for a store's own name show how many buyers already know it. Rival A is searched hundreds of thousands of times a month and Rival B about 33,000. Saltbridge is searched under 5,000 times. A store buyers don't look up by name has to win the equipment searches and the AI answers. Those are where Saltbridge is missing.
Monthly Google searches for each store's name
12-month average, United States, rounded
Buyers search for what Saltbridge sells 227,100 times a month
We grouped 31 searches restaurant buyers make into five needs. Whole-kitchen buying is the largest, led by "restaurant supply" at 49,500 a month. Ice and water and refrigeration follow, each near 48,000. The second bar shows estimated AI questions: about 27,500 a month on the same topics. Commercial ranges, fryers and walk-in coolers stand out, with one AI question for every two to three Google searches.
Monthly Google searches and estimated AI questions by need
12-month average, United States, duplicate phrasings counted once
Searches for "commercial ice machine" run 18,100 a month from June to August against 6,600 in December. Estimated AI questions are a signal, not part of the dollar forecast.
Three searches growing faster than the market
We looked past the searches every competitor targets for fast-growing ones that match something Saltbridge already sells. Three stood out. None of their growth is counted in the forecast.
Nugget ice machine searches more than tripled in five years
"Nugget ice machine" draws 12,100 Google searches a month. Saltbridge already carries nugget models, yet it is not in the top 100 for the search.
The playA nugget ice picks page: the best countertop, undercounter and modular models with prices and delivered cost. The existing guide explains types. This page answers which one to buy.
Ice machine filter searches are up 169% in five years
Operators search "ice machine water filter" 8,100 times a month and replace cartridges about every six months. Saltbridge sells these cartridges. Filters are also the one topic outside microwaves where AI named the store.
The playA cartridge finder by ice machine brand and model, built from the compatibility lists already on each cartridge page, with a reorder reminder.
Combi oven searches grew 158% in five years
"Combi oven" draws 6,600 Google searches and about 800 estimated AI questions a month. Trade press now uses the combi oven as the example question operators ask AI. Saltbridge sells combi ovens and has a combi guide but is not in the top 100.
The playA brand comparison page for the combi brands it carries, with pan capacity, utilities and prices side by side.
Ice machine searches peak in summer at nearly three times their December level. Pages built now have time to reach their positions before the next peak.
AI names the stores other sites name, not the store with the guide
AI quotes the pages that already rank on Google and the roundups that list rivals. Saltbridge's guides are neither.
Saltbridge carries the same brands at similar prices and already has guides on the biggest needs. Those guides explain types and sizing. When a buyer asks where to buy, AI builds its list from rival stores and the roundups that name them.
| Question a buyer asks | Today | With an answer page |
|---|---|---|
| Which commercial microwave and where to buy it | AI names Saltbridge in 5 of 12 answers, quoting its microwave pages. | Already working. These pages show what AI will quote. |
| Which ice machine filter fits my machine | Branded cartridge pages sit on page two of Google. AI names Saltbridge in 2 of 12. | A cartridge finder gives AI a direct answer to quote. |
| Where to buy a refrigerator, ice machine, walk-in or dishwasher | Guides exist. Not in Google's top 100 for refrigerator, ice machine or dishwasher searches and only 21–50 for walk-ins. AI names Saltbridge in 0 of 48. | Each guide answers where to buy. The roundups AI reads name the store. |
Rival A appears on more than ten times as many Google searches as Saltbridge
This compares how many Google searches each store appears on in the top 100 and the visits those positions likely bring each month. Saltbridge appears on tens of thousands of searches, more than one specialist rival. Most of its spots sit on long product-name searches. The big category searches go to Rival A and Rival B.
Google searches each store appears on and likely visits a month
United States, top 100 results, rounded
Saltbridge ranks on page one for a few category searches. It is not in the top 100 for "commercial refrigerator", "commercial ice machine", "commercial dishwasher" or "restaurant supply".
Seven buying questions, 84 AI answers, Saltbridge named in 7
We asked ChatGPT, Gemini, Perplexity and Claude the questions buyers ask about Saltbridge's money keywords, several times each, with web search on. The pattern holds across all four tools: Saltbridge is named only on microwaves and water filters.
Rival A was named in 79 of 84 answers and named first or joint first in 77. Rival B was named in 59. The full count by question and tool is in the Analyst view.
Answers that name Saltbridge, by question and AI tool
Live answers with web search on, Oct. 27, 2026
| Search phrase in the question | Google searches a month | ChatGPT | Gemini | Perplexity | Claude | Total |
|---|---|---|---|---|---|---|
| Commercial refrigerator | 18,100 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 12 |
| Restaurant equipment | 14,800 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 12 |
| Commercial ice machine | 12,100 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 12 |
| Walk in cooler | 9,900 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 12 |
| Commercial dishwasher | 8,100 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 12 |
| Ice machine water filter | 8,100 | 0 of 3 | 0 of 3 | 1 of 3 | 1 of 3 | 2 of 12 |
| Commercial microwave | 5,400 | 0 of 3 | 0 of 3 | 3 of 3 | 2 of 3 | 5 of 12 |
| All seven questions | 76,500 | 0 of 21 | 0 of 21 | 4 of 21 | 3 of 21 | 7 of 84 |
Google's AI quotes Rival A 16 times as often
This counts the Google AI answers that use each store as a source. Rival A is quoted in about 79,500 and Rival B in about 11,700. Saltbridge is quoted in about 5,000, mostly on product and parts questions. ChatGPT shows the same order: about 20,200 answers for Rival A against 1,200 for Saltbridge.
Google AI answers that use each store as a source
United States, latest available count, rounded
Every one of the 60 answers on the five buying questions sent the buyer to a rival before a single price was compared.
About $174,000 a year in gross profit
This is what the Google side of the plan is worth. Extra Google visits come from Paradigm's visibility model. It combines each search's monthly volume, a realistic position for a new page on that search and the share of clicks AI Overviews take today. We then turn visits into orders, revenue and gross profit with Paradigm estimates that Saltbridge's own store data will replace. Gains in AI answers are not counted in dollars.
From visits to gross profit
Low, likely and high cases. Every rate is a Paradigm estimate until the store's own data replaces it.
| Step | Low | Likely | High |
|---|---|---|---|
| Extra Google visits a month (forecast) | +2,524 | +5,675 | +9,386 |
| Orders a month (1.2% of visits place an order, estimate) | 30 | 68 | 113 |
| Yearly revenue ($850 average order, estimate: a mix of filters, microwaves and refrigerators) | $309K | $695K | $1.15M |
| Yearly gross profit (25% margin, estimate) | $77K | $174K | $287K |
The same visits bought as Google ads would cost about $389,000 a year in the likely case ($171,000 to $640,000). Gross profit is shown before the cost of the work. The store's ecommerce data replaces the conversion rate, average order and margin.
Every month the pages wait leaves about $14,500 in gross profit on the table, more in the summer ice machine peak.
The catalog is ready. The answers around it are not.
We checked what Google and AI need from a store in four layers. Saltbridge passes 5 of 12 checks. The product data is there. What is missing is the layer AI quotes: pages that answer the buyer's question and other sites that vouch for the store.
Reach
Trust
Understand
Answer
Ready: the catalog, the prices and the reviews. Not ready: guides that answer where to buy and the outside mentions AI reads.
Five changes, in the order they pay off
The quick win comes first because every other change links back to it. The guide upgrades are our focus: they give AI a page to quote. They also feed the category pages that carry the Google forecast. Under each change is what the data says will happen.
Fix the homepage and the missing refrigerator address
Point the homepage at the equipment buyers search for. Add the refrigerator address a buyer or AI would guess, which doesn't exist today. The before and after table below lists each change.
| Page or setting | Today | After |
|---|---|---|
| Homepage first row | Low-priced consumables and supplies | Refrigeration, ice machines, walk-ins and dishwashers, each linking to its guide |
| Refrigerator address | The address a buyer or AI would guess for refrigerators doesn't exist | Leads to the refrigeration hub |
| Ice machine hub title | A title without 'commercial' or 'restaurant' | A title naming commercial ice machines for restaurants |
Turn the existing guides into answers and add three new pages
The guides for refrigeration, ice machines, walk-ins, dishwashers, combi ovens and water filters explain types and sizing. Add what buyers ask AI: top models with prices, delivered cost and a short reason to buy here. Then add the three pages from the Did you know cards: a cartridge finder, a nugget ice picks page and a combi brand comparison.
Rebuild the category pages for the searches buyers make
Turn the refrigeration, ice, cooking, warewashing and whole-kitchen hubs into pages that answer the search, with sizing tables and links to the guides.
Get on the lists AI reads
Pitch the buying roundups and review sites AI quoted: POS USA, Chefpin, Chef's Pencil, The Spruce and Trustpilot, plus the restaurant owner communities on Reddit.
Clear out the throwaway links
Ask Google to ignore links from the throwaway websites, then let the roundup outreach replace them with real ones.
How the pieces fit
Nothing here needs a new platform. The three new pages live on the store's existing site next to the guides. Each guide links into the category hub for its need. Each hub links back to the guide and down to the models. The ecommerce data the store already has measures orders from the new pages. We recommend keeping every new page on the existing site rather than a separate blog, so each one strengthens the categories that sell.
Twelve weeks from start to live, then a monthly read
The timing comes from the data. "Commercial ice machine" runs 18,100 searches a month from June to August against 6,600 in December. New pages take three to six months to reach their positions. Pages built this winter are in place for the summer peak.
Fix the homepage and addresses
The store makes the edits. Paradigm writes the change list and checks Google and AI can read the changes.
Upgrade the guides and add three pages
Paradigm drafts with the store's product team. Refrigeration and ice machines go first.
Rebuild hubs and pitch roundups
Both. Category hubs go out by size, outreach runs alongside, throwaway links get cleared.
Read the results against this Pattern Map
Paradigm reruns the same AI questions on ChatGPT, Gemini, Perplexity and Claude and reads visits and orders against the forecast.
Map, design, prove and measure
Map
This Pattern Map: the demand, the AI answers, the gaps and the forecast.
Design
The page-by-page plan for the quick win, the guide upgrades and the hubs.
Prove
Guides and hubs go live in order of size, with outreach alongside.
Measure
The same AI questions rerun on four tools, read with visits and orders.
Beyond the forecast
Estimated AI questions a month on the same five needs
Buyers ask AI about this equipment about 27,500 times a month, on top of the Google searches. No tool reports how many people see those answers, so none of it is in the dollar figure. Every guide that earns a mention adds to it.
What we need from Saltbridge
Three connections replace the estimates and firm up the gross profit figure. We pull everything else ourselves.
| Connection | What it replaces | What it firms up | Effort |
|---|---|---|---|
| Google Analytics | Estimated conversion rate | Every dollar figure | A few minutes to grant access |
| Search Console | Estimated positions and visits | The visit forecast | A few minutes to grant access |
| Ecommerce platform connection | Estimated average order and margin | Gross profit in all three cases | About an hour to connect |
How this Pattern Map was built
- Sources and their confidence levels are on the Sources and confidence page. Note numbers point to them.
- All Google data is United States and English, read Oct. 27, 2026. Monthly searches are 12-month averages. Phrasings Google reports identically are counted once.
- Extra Google visits come from Paradigm's visibility model. It combines each search's monthly volume, a realistic position for a new page on that search and the share of clicks AI Overviews take today.
- Orders a month = extra visits × 1.2% conversion rate (estimate, typical for online equipment stores selling to businesses).
- Yearly revenue = orders a month × $850 average order × 12 (estimate, a blend of $50 to $300 filters and parts, $300 to $1,700 microwaves and $2,000 to $7,000 refrigerators on the store's pages).
- Yearly gross profit = yearly revenue × 25% gross margin (estimate, conservative for equipment resale).
- Cross-check: each search's extra visits × its cost per click × 12 gives the cost of buying the same visits as Google ads.
- AI answers: we asked ChatGPT, Gemini, Perplexity and Claude the questions buyers ask about the store's money keywords, several times each, with web search on. Each answer was scored for whether the store was named, named first and which sources were cited. Gemini chose to run a web search in 2 of its 21 answers. The rest answered from what it already knew.
Forecast by need: likely $174,000 a year in gross profit, range $77,000 to $287,000
| Need | Searches | Monthly searches | Low | Likely | High |
|---|---|---|---|---|---|
| Whole-kitchen buying | 4 | 75,300 | +626 | +1,566 | +2,530 |
| Ice and water | 6 | 49,200 | +544 | +1,252 | +2,048 |
| Refrigeration | 7 | 47,500 | +577 | +1,368 | +2,260 |
| Warewashing and prep | 8 | 31,600 | +491 | +934 | +1,600 |
| Cooking | 6 | 23,500 | +286 | +555 | +948 |
| Total | 31 | 227,100 | +2,524 | +5,675 | +9,386 |
Extra Google visits a month by case. Visits × 1.2% × $850 × 12 × 25% reproduces the gross profit in each case.
Every search in the demand pool
| Need | Search | Google searches a month | Est. AI questions a month | Cost per click | Store today |
|---|---|---|---|---|---|
| Whole-kitchen buying | Restaurant supply | 49,500 | 6,466 | $8.68 | Not in top 100 |
| Whole-kitchen buying | Restaurant equipment | 14,800 | 3,496 | $7.69 | Page one |
| Whole-kitchen buying | Commercial kitchen equipment | 6,600 | 602 | $5.70 | Not in top 100 |
| Whole-kitchen buying | Restaurant equipment supply | 4,400 | 11 | $8.67 | Not in top 100 |
| Ice and water | Commercial ice machine | 12,100 | 1,120 | $5.39 | Not in top 100 |
| Ice and water | Commercial ice maker | 12,100 | 596 | $4.52 | Not in top 100 |
| Ice and water | Nugget ice machine | 12,100 | 205 | $1.15 | Not in top 100 |
| Ice and water | Ice machine water filter | 8,100 | 174 | $2.97 | Not in top 100 |
| Ice and water | Branded water filter cartridge | 2,400 | 248 | $5.80 | Page two |
| Ice and water | Commercial water filter system | 2,400 | 152 | $9.42 | Page two |
| Refrigeration | Commercial refrigerator | 18,100 | 2,181 | $7.76 | Not in top 100 |
| Refrigeration | Walk in cooler | 9,900 | 3,360 | $4.77 | 21–50 |
| Refrigeration | Commercial freezer | 8,100 | 855 | $9.14 | Not in top 100 |
| Refrigeration | Undercounter refrigerator | 8,100 | 857 | $3.54 | Not in top 100 |
| Refrigeration | Sandwich prep table | 1,300 | 115 | $6.91 | Not in top 100 |
| Refrigeration | Beverage cooler commercial | 1,000 | 11 | $6.55 | Not in top 100 |
| Refrigeration | Commercial refrigerator glass door | 1,000 | 14 | $10.30 | Not in top 100 |
| Warewashing and prep | Commercial dishwasher | 8,100 | 842 | $3.79 | Not in top 100 |
| Warewashing and prep | 3 compartment sink | 8,100 | 1,696 | $3.74 | 21–50 |
| Warewashing and prep | Commercial mixer | 3,600 | 573 | $2.67 | 21–50 |
| Warewashing and prep | Commercial blender | 3,600 | 340 | $3.44 | 21–50 |
| Warewashing and prep | Commercial meat slicer | 2,900 | 162 | $2.86 | 21–50 |
| Warewashing and prep | Stainless steel work table | 2,400 | 40 | $7.26 | 21–50 |
| Warewashing and prep | Undercounter dishwasher commercial | 1,600 | 19 | $5.76 | Not in top 100 |
| Warewashing and prep | Hand sink | 1,300 | 0 | $4.28 | Page one |
| Cooking | Combi oven | 6,600 | 798 | $2.29 | Not in top 100 |
| Cooking | Commercial microwave | 5,400 | 375 | $7.07 | Page one |
| Cooking | Commercial pizza oven | 4,400 | 328 | $1.80 | 21–50 |
| Cooking | Commercial fryer | 2,900 | 1,046 | $3.32 | 21–50 |
| Cooking | Commercial convection oven | 2,900 | 147 | $3.86 | 21–50 |
| Cooking | Commercial range | 1,300 | 684 | $4.21 | 21–50 |
No search draws more AI questions than Google searches. Commercial ranges come closest at about one AI question for every two searches. Fryers and walk-in coolers draw about one for every three.
Rival search and AI metrics
| Store | Type | Searches in top 100 | On page one | Likely visits a month | Brand searches a month | Google AI citations | ChatGPT mentions |
|---|---|---|---|---|---|---|---|
| Rival A | National category leader | 330,000 | 64,000 | 2,374,000 | Hundreds of thousands | 79,500 | 20,200 |
| Rival B | National equipment specialist | 50,000 | 13,200 | 197,000 | 33,000 | 11,700 | 3,100 |
| Rival C | Specialist store | 37,000 | 6,300 | 135,000 | 900 | 2,200 | 1,500 |
| Rival D | Authorized-dealer specialist | 14,000 | 2,100 | 48,000 | 600 | — | — |
| Saltbridge | This store | Tens of thousands | Thousands | 112,000 | Under 5,000 | 5,000 | 1,200 |
All figures rounded. Rival D's AI counts were not pulled. Marketplaces and big-box stores also appear on page one for "commercial refrigerator" but are not treated as rivals here.
Trend signals from Google Trends
| Topic | Growth | Period | Google searches a month | Status | Date read | Used in |
|---|---|---|---|---|---|---|
| Nugget ice machine | +210% | 5 years | 12,100 | Fast-growing | Oct. 27, 2026 | Did you know card 1 |
| Ice machine water filter | +169% | 5 years | 8,100 | Fast-growing | Oct. 27, 2026 | Did you know card 2 |
| Combi oven | +158% | 5 years | 6,600 | Fast-growing | Oct. 27, 2026 | Did you know card 3 |
| Commercial ice machine | +131% | 5 years | 12,100 | Fast-growing, summer peak | Oct. 27, 2026 | Why now |
Growth compares the average interest in the latest 52 weeks with the first 52 weeks of the five-year view. Monthly searches come from Google's search data, not from Google Trends.
Keyword questions and cited sources
| Search phrase in the question | Google searches a month | ChatGPT | Gemini | Perplexity | Claude | Total |
|---|---|---|---|---|---|---|
| Commercial refrigerator | 18,100 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 12 |
| Restaurant equipment | 14,800 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 12 |
| Commercial ice machine | 12,100 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 12 |
| Walk in cooler | 9,900 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 12 |
| Commercial dishwasher | 8,100 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 3 | 0 of 12 |
| Ice machine water filter | 8,100 | 0 of 3 | 0 of 3 | 1 of 3 | 1 of 3 | 2 of 12 |
| Commercial microwave | 5,400 | 0 of 3 | 0 of 3 | 3 of 3 | 2 of 3 | 5 of 12 |
| All seven questions | 76,500 | 0 of 21 | 0 of 21 | 4 of 21 | 3 of 21 | 7 of 84 |
| Source cited in the answers | Answers citing it |
|---|---|
| Rival A product and guide pages | 46 |
| Rival B category pages | 28 |
| Rival C category pages | 23 |
| Rival D category pages | 19 |
| Big-box and marketplace pages | 21 |
| Other equipment retailers | Most answers |
| Saltbridge category and guide pages | 7 |
| POS USA buying roundup | 6 |
| Trustpilot | 6 |
| Chefpin roundup | 3 |
| Roundup on inkl | 3 |
| The Spruce | 3 |
| Chef's Pencil roundup | 2 |
| Wikipedia | 1 |
Every question carries a measurable Google search. Some answers cited more than one roundup.
Checks and findings: 5 of 12 pass
Checks read from the store's pages, Google's page test, links and reviews.
| Layer | Check | Result | Finding |
|---|---|---|---|
| Reach | AI crawlers allowed | Pass | The robots.txt file lists no blocks for AI crawlers |
| Reach | Sitemap | Pass | Several sitemaps listed in robots.txt |
| Reach | Automated page test reaches the store page | Fail | Automated page tests were blocked by a bot check, so Google's page test scored the check page, not the store |
| Trust | Link quality | Fail | About 47% of links from throwaway domains |
| Trust | Reviews | Pass | Strong verified-buyer review scores |
| Trust | Named in roundups AI quotes | Fail | Not named in any buying roundup cited in the 84 answers |
| Understand | Category pages list models and prices | Pass | Ice, water filter and microwave pages list models with prices and specs |
| Understand | Homepage says what the store is | Fail | First row of deals shows low-priced consumables rather than the equipment buyers search for |
| Understand | Obvious category addresses work | Fail | The address a buyer or AI would guess for refrigerators doesn't exist |
| Answer | Buying guides for the biggest needs | Pass | Guides cover refrigeration, ice machines, walk-ins, dishwashers, combi ovens and water filters |
| Answer | Guides get quoted where buyers ask where to buy | Fail | AI named the store in 0 of 48 answers on topics where it has a guide |
| Answer | Picks or comparison pages | Fail | No model picks or brand comparison pages found for the biggest needs |
Who links to the store
| Measure | Value | Note |
|---|---|---|
| Share of links from throwaway domains | About 47% | Spread across several kinds of throwaway site |
| Links from sites located in the United States | A small minority | Most links have no country |
What this Pattern Map can't yet say
- The AI sample is small. Answers change day to day, so the monthly read reruns the same questions.
- Gemini searched the web in only 2 of 21 runs, so its answers mostly reflect what it already knew.
- Automated page tests were blocked by a bot check, so Google's page test scored the check page, not the store.
- Trend signals come from Google Trends. Paradigm trend tracking was not available for this sample.
- Conversion rate, average order and margin are Paradigm estimates until the store's own data replaces them.
- This is a sample. The store's name and identifying details are changed and some figures are rounded to protect its identity.
Record: sample Pattern Map, read Oct. 27, 2026. Sources: Google search and ranking data, AI question and AI citation data, live AI answers (84), Google page tests, Google Trends, the store's own pages, public review profiles and public industry reports.
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Sources and confidenceEach number in this Pattern Map carries a small note number that points to its source below.Show sourcesHide sources
Key figures
| Figure | Notes | Confidence | What would raise it |
|---|---|---|---|
| 0 of 36 AI answers name Saltbridge on refrigerators, ice machines and dishwashers (headline) | High | Rerun the same questions each month | |
| $174,000 likely gross profit a year, range $77,000 to $287,000 (headline) | Estimate | Connect Google Analytics and the ecommerce platform | |
| 227,100 monthly Google searches for the equipment Saltbridge sells | Medium | Connect Search Console | |
| 0 of 60 AI answers name Saltbridge on five buying questions | High | Rerun the same questions each month | |
| 79 of 84 AI answers name Rival A | High | Rerun the same questions each month | |
| 5,000 vs 79,500 Google AI answers that use each store as a source | Medium | Read the counts again each month | |
| +5,675 likely extra Google visits a month | Medium | Publish the pages and read Search Console | |
| 68 likely extra orders a month | Estimate | Connect Google Analytics |
Sources
| No. | Source | What it is | Read | Used in | Confidence |
|---|
Confidence key
- High. Measured or read directly and checkable by the store: its own pages, live AI answers, Google's page test and public review profiles.
- Medium. An estimate built from measured data or a third party reporting its own data: search volumes, rankings and visits, link counts, AI citation counts, Google Trends, trade press and the visit forecast.
- Estimate. A rate Paradigm set until the store's own systems replace it. A figure built from several sources takes the lowest level among them.
How the numbers are built
- Extra Google visits come from Paradigm's visibility model. It combines each search's monthly volume, a realistic position for a new page on that search and the share of clicks AI Overviews take today.
- Orders = extra visits × 1.2% (estimate, replaced by Google Analytics and the ecommerce platform).
- Revenue = orders × $850 average order × 12 (estimate, replaced by the ecommerce platform).
- Gross profit = revenue × 25% (estimate, replaced by the ecommerce platform).
- AI answers and estimated AI questions are reported as counts and never turned into dollars.
- This is an example. The store's name and identifying details are changed and some figures are rounded, so source pages are described rather than linked.