- Middle site
- 91
- Ahead by
- 3
Worth the mostLink straight to the final address+2
industryweek.com
75 of 100ahead of 42% of the sites mttr has read
Its strongest stage is Access, at 94 against the middle site's 91. 1 fix, 7 points, take it to 82, into the top half of every site. Gemini does not cite it yet when asked “Who supplies 316 stainless fittings to spec, in small runs, within two weeks?”; it cites 1 other site. See the answer
A score says pages are well formed. It does not say an assistant cites the site.
1 fix, 58,099 places up
- 75Now#146,734
- 82Add a tap-to-call link#88,635
The top half of every site starts at 77.
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The link
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Where it ranks
Held at 75 for its last 2 reads. 2 points take it into the top half.
Beside it on the board
- #151,645aahaulingllc.com75
- #151,646miracletrees.org75
- #151,647industryweek.com75
- #151,64810solarsecret.com75
- #151,649animate-ticket.com75
6,990 sites score 75. A tie goes to the site with faster, leaner pages that say more and keep improving.
Where it stands
Each stage against the middle site. It trails on Understand and Trust.
- Middle site
- 59
- Behind by
- 9
Worth the mostAdd structured data+6
- Middle site
- 98
- Behind by
- 5
Worth the mostShow when guides were updated+1
- Middle site
- 57
- Level with it
Worth the mostAdd a tap-to-call link+7
Against a typical site
The readThis siteTypicalAgainst typical
Pages read1004456 more than typical
Links a page33132.5× typical
Words a page33939414% below typical
Rules failing somewhere19145 more than typical
Half its pages answer in292 ms210 ms39% slower than typical
This siteWorse than typicalTypical, the middle ranked site, worked out each hour
The work, worth the most first
19 fixes. The first 5 are worth the most; each group says the places it lifts the site, counted from where every ranked site scores now.
FixIts pages that fail it, fewer is betterSites passing
Worth 7 points63,012 places up
Add a tap-to-call linkAct100 of 1001 in 3
Worth 6 points53,922 places up
Add structured dataUnderstand96 of 1001 in 3
Worth 5 points45,244 places up
Use one main headingUnderstand94 of 1001 in 4
Worth 2 points each20,121 places up each
Link straight to the final addressAccess99 of 1001 in 2
Fix title lengthsUnderstand47 of 1001 in 6
Show 14 more fixes
Worth 1 point each12,457 places up each
Answer the first question right under itUnderstand9 of 1001 in 121
Show when guides were updatedTrust9 of 1003 in 5
Fix description lengthsUnderstand31 of 1001 in 11
Worth under a point each
Make near-copy pages distinctTrustAbout the whole site4 in 5
Phrase headings as questionsUnderstand7 of 1001 in 10
Match structured data to the pageUnderstand7 of 1003 in 7
Add depth to thin pagesUnderstand7 of 1003 in 7
Put figures in tablesUnderstand9 of 1001 in 28
Name the publisherTrust7 of 1003 in 4
Add breadcrumb dataUnderstand9 of 1001 in 2
Add an llms.txtAccessAbout the whole site1 in 4
Put the text in the HTMLAccess1 of 1002 in 3
Replace unsupported sales claimsTrust2 of 1002 in 3
Set each page's canonical addressAccess1 of 1002 in 5
How AI reads this site
It reads clearly as manufacturers and suppliers, the way an assistant matches a site to a question. 3 changes would make it plainer.
It reads as
Manufacturers and suppliers
- None
- Loosely
- Split
- Mostly
- Clearly
- Closest lines of workAgainst the closest
- Manufacturers and suppliers
- News and publishers
- Agencies and studios
What an assistant reads first
Home pageWhat it says
TitleHome | IndustryWeek
DescriptionIndustryWeek is the premier online source of news and information on manufacturing, leadership, continuous improvement, talent management and other issues critical to industry.
First headingTrending
OpeningClick here to take the 2026 IndustryWeek Salary Survey!
3 changes so it reads plainly as what it is
- Make the first heading say what the title says
The title and the first heading share no word that says what the site does: “Home | IndustryWeek” and “Trending”.
Agent instructions
On industryweek.com, give the home page one first heading (h1) that says, in a reader's words, what its title says the site is: Manufacturers and suppliers.
- Rewrite the description
Its description is 176 characters and is cut off in results.
Agent instructions
On industryweek.com, write the home page a meta description of one or two sentences, 50 to 160 characters: what the business does, for whom, and where.
- Say what kind of business it is in structured data
Its home page declares no business or organization type, so a machine has to guess what it is.
Agent instructions
On industryweek.com, add JSON-LD to the home page declaring the most particular schema.org type for the business (one that fits Manufacturers and suppliers), with its name, address, phone and sameAs links to its own profiles.
- Read it again
mttr reads the site again and says how it reads now.
An estimate made by mttr against 16 lines of work, from its home page before any script runs. It is not what any assistant says about the site. Rethink the direction with us.
Not cited in any of 3 answers
3 questions people ask about manufacturers and suppliers, asked as a person would. These questions name no place.
Who supplies 316 stainless fittings to spec, in small runs, within two weeks?
Gemini
Sourcing custom or to-spec 316/316L stainless steel fittings in small runs with a sub-two-week turnaround requires domestic specialty metal fabrication shops or master PVF (Pipe, Valves, and Fittings) distributors with dedicated custom shops.
- 1Central States Industrial (CSI)For Sanitary & Process Fittings
- What they do CSI specializes in sanitary stainless steel components for food, beverage, dairy, and…
- The "Fast Fittings" Service They feature an emergency/rush program specifically designed for custom or modified…
- Turnaround Typically days (1 to 3 days for many expedited stock-modifications, or fast-tracked…
SaysEmergency service - 2Appleton StainlessFor Industrial & Custom Fabricated Fittings
- What they do A custom manufacturer specializing in stainless steel fittings
- 1
Which companies do powder coating for industrial parts?
Gemini
When looking for companies that perform powder coating for industrial parts, it helps to distinguish between the powder manufacturers (who make the chemical formulas and resins used in coating) and the industrial coating service providers / job shops (who physically prep, spray, and thermal-cure…
Who does CNC machining for aerospace parts?
Gemini
A wide range of specialized contract manufacturers, major aerospace primes, and digital manufacturing networks provide CNC machining for aerospace parts.
- 1Owens Industriesowensind.com80mttrSpecialized High-Precision CNC Machining Shops
- Frequently cited for ultra-precision, complex multi-axis CNC machining, micromachining…
- 2United CNC MachiningSpecialized High-Precision CNC Machining Shops
- Known for heavy-duty, complex multi-axis parts, bridge mills, and large-format structural…
- 3Criterion Precision Machiningcriterionprecision.com90mttrSpecialized High-Precision CNC Machining Shops
- A long-standing precision shop handling tight-tolerance parts with deep traceability.
- 1
What the cited sites pass that it fails
Fix them from the action plan- Put the text in the HTML6 of 8 cited sites pass it; you fail it on 1 page.