How a manufacturing company gets recommended by AI assistants

Manufacturers get recommended when they publish their capability as numbers: the processes they run, the materials they work, the tolerances they hold, the certifications they carry with their scope, and their genuine minimum order quantity. A page about quality and commitment cannot answer a sourcing question.

What buyers of a manufacturing company actually ask an assistant

The buyer is a sourcing manager, a design engineer, a startup founder with a drawing, or a government buyer working to a tender. Each has a filter, and each filter is a number.

• "Manufacturer in India for this part in this material, at this volume"
• "Who can hold this tolerance on this process"
• "What is a realistic minimum order quantity for this process"
• "Supplier with this certification for this application"
• "Does my supplier need a standards certification to sell this product in India"
• "How long does tooling take and who owns the tool"
• "Supplier who can provide a local content certificate for a government tender"
• "How do I audit or qualify a new supplier"

Two of those eight are about certification and public procurement, which are the facts most manufacturers hold and never publish.

What a sourcing buyer is doing

They have a part or a product, a specification, a volume and a deadline, and they are trying to build a shortlist. Every specific fact you publish is a filter you pass. Every vague sentence is a filter you fail silently, because they will never contact you to find out.

Which sources the assistants read for this trade

Business to business sourcing marketplaces and industrial directories, which carry structured supplier entries by process, material and location and are read heavily for category questions.

The public procurement marketplace, where your product appears with a specification, a price and a local content declaration. That entry is often the most precise public description of what you sell.

Standards and certification registers. The bureau of standards publishes licence holders for products under mandatory certification and under the compulsory registration scheme for notified electronics. Accreditation bodies publish whether a certificate is live and what its scope is. Those pages are checkable and they are what separates a real certification claim from a logo.

Government enterprise registers, including the small and medium enterprise registration portal, which carries your entity, your category and your activity.

Import and export trade data services, which publish shipment level records. A buyer checking whether you actually export to a country will find it there, so your claim should match.

Industry associations and cluster bodies, whose member lists are public and dated.

Engineering forums and supplier discussion groups, where sourcing recommendations happen in technical vocabulary.

The facts that make you findable

Processes, named. The specific operations you run in house, with machine types, sizes and working envelopes where relevant, and what you subcontract.

Materials. Grades and families you routinely work with, not "all metals" or "all plastics".

Tolerances and capabilities. What you hold routinely against what is possible at extra cost, and how you verify it. Name your inspection equipment. This is the number a technical buyer looks for first.

Certifications, with scope. The standard, the certificate number, the issuing body, the accreditation behind it, the scope of the certificate and its validity. Scope matters more than the logo: a certificate covering one line or one product family is not a factory wide claim, and a buyer who discovers the difference later treats it as a misrepresentation.

Product certification where the law requires it. If what you make falls under a mandatory standard or a registration scheme, publish the licence and the covered models. Buyers search for this directly, because selling without it is their risk as much as yours.

Capacity and lead times. Realistic ranges, stated as ranges, with what changes them: tooling, material availability, finishing, and testing.

Minimum order quantity. The single most useful number you can publish, because it instantly sorts buyers who should talk to you from those who should not.

Tooling terms. What a tool costs to build as a structure rather than a figure, how long it takes, who owns it, whether it is amortised into the part price, and what happens to it if the buyer leaves.

Export and procurement readiness. Which countries you have shipped to, which compliance regimes you have met, whether you can issue the declarations a government tender requires, and whether your registrations support that.

A worked example: the capability page

Write one page that a design engineer can read in four minutes and use to decide whether to send you a drawing. Keep it in this order.

Open with one sentence: what you make, for which industries, and at what volume band. Then processes, each with the equipment, the working size limit and whether it is in house or bought in. Then materials by grade. Then tolerances: the routine band, the tighter band available at extra cost, the surface finish range, and the inspection equipment you verify with. Then quality systems: each certificate with its standard, number, scope and validity, and the inspection documents you can supply, such as a material test certificate, a dimensional report, a first article inspection report or a production part approval package. Then capacity: shifts, monthly output in units or tonnage for your main product families, and current lead times as a range. Then commercial: minimum order quantity by process, tooling terms, payment terms, packing standard and incoterms you work on. Then what you do not do, named plainly.

Finish with the two documents a buyer will ask for next: your registration details and a request for quotation checklist telling them exactly what to send, which is a drawing with tolerances, the material grade, the annual volume, the batch size, the finishing requirement, the inspection standard and the destination.

Every line on that page is a filter you pass, and none of it requires a designer or a photographer.

Why honesty about limits wins work

Publishing a real minimum order and a real tolerance loses you enquiries you were never going to convert, and wins you the ones where you are genuinely the right answer. It also makes you quotable: an assistant can place a manufacturer with a stated minimum into an answer, and cannot place one without.

How to measure it

Ask sourcing questions with a real process, material, tolerance and volume attached, on more than one assistant, without naming your company. Score whether any manufacturer is named, whether a marketplace listing is named instead, and whether you appear.

Then read the citations. If they are all sourcing marketplaces, the first job is a complete and accurate listing on those, and the second is the capability page that makes a buyer choose you from the list.

Disclosure: we sell AI Knows Us, which runs this measurement on a schedule. No tool, ours included, can promise you a position in an assistant's answer.

What this does not cover and cannot do

It does not win a price driven award. A buyer running a reverse auction on a commodity part decides on rate, and a page does not change that. What it does is get you into the bidder list and keep you out of the enquiries you cannot serve.

It cannot substitute for an audit. Serious buyers send an auditor, run a sample, and qualify you over weeks. Your page gets you to that stage faster with fewer questions.

It does not create a certification. If your certificate has lapsed or its scope does not cover the product being asked about, the page must say what is actually covered. A claim that fails a check damages every other claim on the site.

And it does not address your statutory obligations, which exist whether or not you write about them: the factory licence, the pollution control board consent, the labour registrations, and the standards licence where your product needs one. Publish them because buyers ask. Hold them because you must.

Common questions

Is publishing our minimum order quantity going to lose us small buyers?

It loses you enquiries from buyers below your minimum, which are enquiries your team was going to decline after two emails. It wins you the buyer who filtered on minimum order quantity and found only one supplier who stated theirs. If you want the small buyer, publish a separate prototype or sample service with its own terms.

Our tolerances depend on the part. How do we publish them?

As a routine band per process, with a sentence saying tighter is available on review and what it costs in time rather than money. Engineers understand bands. They do not understand "high precision", and they will not write to ask.

Should we publish prices?

Not per part, because it depends on the drawing. Publish the structure instead: what drives the price, how volume breaks work, whether tooling is separate or amortised, and your payment terms. That answers the question without quoting a number you cannot stand behind.

We supply to one large customer under a confidentiality agreement. What can we say?

Describe the industry, the process, the tolerance band and the volume band without naming the customer or showing the part. Never name a customer without written permission, and never show a drawing you do not own. The capability is yours to describe. The part is not.

Do we need separate pages for each process?

Yes, once the capability page exists. A buyer searching for one process and one material should land on a page about that, with the tolerance, the size envelope, the material list and the minimum order for it. The capability page is the summary. The process pages are what match the query.

What to do first

Write the capability page with every number in it, dated, and publish your certificates with their scope and validity. Then add the request for quotation checklist, which reduces your own wasted quoting time in the same week it goes live.