The brief, and why it was written that way
The brief asked for commercial kitchen equipment dealers in the United States, with installation and service coverage, carrying NSF certification. It is the kind of brief a restaurant group or a hotel operator writes, and it is the kind we expected to be easy: a large domestic market, a well defined product, a certification that everybody in the trade publishes.
It was the worst run in the programme. Publishing it is more useful than publishing another good one.
Commercial kitchen equipment dealers with installation and service coverage
Searched United States · campaign cd75a80c · pass mark 23
Where they were
All 7 in United States, which is what a single country brief is supposed to return.
Top of the file
- Turbo Air Inc.United States90
- Hestan CommercialUnited States90
- Hobart CorporationUnited States90
- Alto-Shaam, Inc.United States90
- Carter-HoffmannUnited States85
The engine read 91 company pages to get here, and the first name worth keeping appeared after 172 seconds. It threw away 18 that it read and judged too weak to be worth enriching and 1 that were the right business in the wrong country.
What is actually in the file
Look at the names in the card above. Turbo Air. Hobart. Alto-Shaam. Middleby. Carter-Hoffmann. Delfield.
Every one of those is a manufacturer. Not one of them is a dealer.
The engine did not misunderstand "commercial kitchen equipment". It understood that phrase perfectly and returned the companies that own it. What it could not do was hold onto the word "dealer", because in this trade a dealer's website looks almost nothing like a supplier page. American foodservice dealers are regional, they sell over the phone and through manufacturer relationships, and their sites carry a territory map, a service department number and a list of brands they represent. There is often no product catalogue at all. A screen built to read what a company makes finds very little to read.
Almost nothing on the shortlist arrived with an email address, which is the same fact showing up a second way: these companies do not sell to strangers over the internet.
Commercial kitchen equipment dealers with installation and service coverage
Searched United States · campaign cd75a80c · 7 suppliers returned
| Company | Country | City | Website | Score | Specialization | Certificates |
|---|---|---|---|---|---|---|
| Alto-Shaam, Inc. | United States | alto-shaam.com | 90 | Manufacturer of professional foodservice equipment | ||
| Hestan Commercial | United States | Anaheim | hestancommercial.com | 90 | Manufacturer of high-performance commercial kitchen equipment. | |
| Hobart Corporation | United States | Troy | hobartcorp.com | 90 | Manufacturer of commercial kitchen and food preparation equipment | ENERGY STAR Partner |
| Turbo Air Inc. | United States | Long Beach | turboairinc.com | 90 | Commercial kitchen refrigeration and food service equipment manufacturer. | |
| Carter-Hoffmann | United States | Mundelein | carter-hoffmann.com | 85 | Food holding and transport equipment manufacturer | |
| Delfield | United States | delfield.com | 85 | Commercial kitchen equipment manufacturing | ||
| The Middleby Corporation | United States | Elgin | middleby.com | 85 | Commercial foodservice innovation and solutions |
All 7 suppliers this campaign returned, which is not a shortlist. There is nothing here to compare, and no buyer could run a sourcing exercise from it. It is published with the rest because a programme that shows only the runs that worked is an advertisement, and what went wrong is in the write-up rather than in this table.
Score is the engine’s own, out of 100. Specialization is its one line reading of the company’s own pages, so it describes how a company presents itself rather than what anybody confirmed on site. Certificates are printed as each company publishes them and are not verified with the issuing body. Contact addresses are in the workbook only: several are patterns rather than discoveries, and a guessed address printed publicly is a wrong fact about a real company.
19 candidates dropped, by reason
| Reason code | What the code means | Count |
|---|---|---|
| B5_DROP_WEAK | Read, then judged too weak to enrich | 18 |
| REGION_MISMATCH | Right business, wrong country | 1 |
The reason is recorded per reason code, not per company. The pipeline counts how many candidates each rule dropped and keeps no reason against an individual name, so this table says how the 19 were lost and cannot say which company sits behind any one of the counts.
A missing certificate never drops a good maker. It lowers a score, and the score is a number you can argue with.
Where this stops being enough
This is a brief problem, not a search problem, and it is fixable in two different ways depending on who fixes it.
Rewriting the brief helps some. Asking for "foodservice equipment distributor covering Illinois with a service department" rather than "commercial kitchen equipment dealers" gives the screen something a dealer page actually says. It will not fully solve it, because the deciding attributes here, which brands somebody carries and whether they will travel to your site, live in relationships rather than on pages.
The real fix is a different starting point. When the qualification rules are your team's rather than the model's, and when the search begins from the distributors you already buy from rather than from the open web, this category stops being hard. That is not a better search, it is a different question, and it is worth a conversation before you spend a month on briefs that cannot work.
This run took 4 minutes and left 7 names on the shortlist. Yours will look different, and we will tell you when it looks worse.