# AI search visibility for manufacturers > For the complete documentation index, see [llms.txt](https://attensira.com/llms.txt). > Every page on this site is also served as Markdown: append `.md` to any URL, or send `Accept: text/markdown`. > How engineers and buyers ask AI for suppliers, why conformity documents decide who can sell, and what a manufacturer should publish to be named. - Canonical page: https://attensira.com/industries/manufacturing - Last updated: 2026-10-04 - Source: converted from this page's own HTML; the claim records under Sources are the page's sourced statements, with quotes. - Claims as data: https://attensira.com/claims.json?slug=manufacturing Engineers and buyers now ask AI which manufacturers make a part to their spec, with the right certifications, in the right market. Attensira reads those answers every day, finds the pages that decide them, and its crew of AI agents drafts the specifications and conformity facts that get you named. You approve what ships. ## What does an AI answer say when an engineer asks who makes the part? Answers name suppliers whose capabilities and specifications are stated in page text, not only in a PDF. The Writer drafts the product page from your datasheet; conformity claims wait for your approval. - Buyer question: “supplier for CNC machined aluminium parts in small batches” ## Why do AI answers matter in manufacturing? An engineer narrowing a supplier list asks for something specific: a material, a tolerance, a certification, a market. An assistant can only name a manufacturer whose pages state those things. In this sector the deciding facts are documents the manufacturer authors itself. - You write the conformity file: The conformity facts are yours to state, so state them as text on the product page, not only in a PDF declaration an assistant may never open. - CE marking is not universal: A catalog-wide 'all products CE marked' line is checkable and often wrong. State the marking per product, with the directive it falls under. - Federal supply is a cost test: Eligibility is a bill-of-materials number, not a badge. A buyer asking who can supply federal work needs the domestic-content fact on your product page. Manufacturing, at a glance - Sector: Manufacturing (NAICS 31-33) - EU product rule: CE marking is the manufacturer's duty Details - US federal buying: FAR domestic content above 65% in 2024 to 2028 Details - US scale: 403,603 private establishments, Q1 2026, preliminary Details - Drafted by: Writer - Ships when: At L2, the default: when you say yes; at L3, 48 hours after it is filed unless you stop it; a claim always waits for your yes [Details](https://docs.attensira.com/agent/autonomy-levels) - What it costs: Plans differ by the prompts you optimize towards and the credits included; buy more credits any time. [Details](https://attensira.com/pricing) ## What does a real reading look like? The frames above are illustrations for a manufacturing business. This one is real: our own workspace, for a buyer question that names who is asking, “AI search visibility for agencies”. Engines built those answers from the sites in the chart and cited attensira.com in none of them. Your first reading looks the same, for your buyers’ questions: the sites to get onto, and where you stand. - Answers read: 111, ChatGPT and Perplexity - Cited us: 0 of 111 Cited in n=111 answers | Name | Cited in | Count | | --- | --- | --- | | wpengine.com | 55.0% | 61 | | developers.google.com | 41.4% | 46 | | loudface.co | 40.5% | 45 | | vitasoft.co | 36.9% | 41 | | ahrefs.com | 35.1% | 39 | | attensira.com us | 0.0% | 0 | ![Researcher agent](https://attensira.com/agents/researcher-64.webp) Researcher · Read on the daily run attensira.com workspace, read over the Attensira MCP · 5 Oct 2026 · n=111 answers, 21 of 31 days sampled ## Where do you start? The order the work usually goes in for a manufacturing business. - Measured: Before and after each step, on the same questions - Claims: Wait for your approval at every autonomy level - Undo: For 30 days after a change ships [How autonomy levels work, in the docs](https://docs.attensira.com/agent/autonomy-levels) See whether AI names you for the parts you make, then let the crew put your specs in text. ## What does the crew do for a manufacturing business? The crew reads the questions engineers and buyers ask, every day, and works on the pages that decide them. Anything that states a specification, a certification or a number waits for your approval. - Specifications as text, not only PDFs: The Writer turns the facts buried in spec sheets into product pages an assistant can read: materials, tolerances, sizes, standards met, markets sold into. - Conformity stated per product: Which products carry which marking, and where the declaration can be found, stated product by product rather than as one catalog-wide claim. - Distributors that say the same thing: When an answer leans on a distributor's page that describes your product wrongly, the crew drafts the correction for you to send. - Who is named instead: For each lost question, the Researcher names the suppliers the answer chose and the pages it read, so the work goes where the answer is decided. ## What should you check first? A list to run against your own site and listings before any work starts. - Run it against: Your site, and the listings and directories about you - When: Before the first change ships ### What makes manufacturing hard - Specifications live in PDFs and spec sheets that are hard for engines to read. - Products are sold through distributors whose pages describe them differently. - Conformity claims are copied across a catalog without checking each product. ## Questions about AI visibility in manufacturing ### What decides whether a buyer can use our part? Often a document you author: the EU declaration of conformity, or for US federal supply the domestic share of component cost. An assistant can only repeat those facts if a page states them clearly. ### Does every product need CE marking? No. The European Commission says it is compulsory only for most products covered by the New Approach Directives. State conformity product by product, because a blanket claim is easy to check and often wrong. ### We sell through distributors. Does our own site matter? Yes. Distributor pages often describe a product loosely or out of date, and an assistant that reads them repeats it. Your own page is the one place the specification is stated by the people who make the part. ### Will Attensira publish specifications without our review? No. Anything that states a number, a product claim or a competitor's name waits for your approval in every mode, and new workspaces start in Draft. ### Is pricing different for manufacturers? No. Every industry uses the same plans and credits; the crew spends credits as it works, up to the monthly budget you set. ## Where to go next - [AI visibility for construction](https://attensira.com/industries/construction) - [AI visibility for real estate](https://attensira.com/industries/real-estate) - [AI visibility for education](https://attensira.com/industries/education) - [How Attensira works, day by day](https://attensira.com/how-it-works) - [Plans and credits](https://attensira.com/pricing) - [Every industry](https://attensira.com/industries) ## Where do these facts come from? 1. The European Commission states that it is the manufacturer's responsibility to carry out the conformity assessment, set up the technical file, issue the EU declaration of conformity and affix the CE marking to a product. [single-market-economy.ec.europa.eu](https://single-market-economy.ec.europa.eu/single-market/ce-marking_en) · read 3 Sep 2026 ### The source's own words > “It is their responsibility to carry out the conformity assessment, set up the technical file, issue the EU declaration of conformity and affix the CE marking to a product.” 2. The European Commission states that not all products must have CE marking, and that it is compulsory only for most of the products covered by the New Approach Directives. [single-market-economy.ec.europa.eu](https://single-market-economy.ec.europa.eu/single-market/ce-marking_en) · read 3 Sep 2026 ### The source's own words > “Not all products must have CE marking. It is compulsory only for most of the products covered by the New Approach Directives.” 3. FAR 25.101(a)(2)(i) requires the cost of domestic components to exceed 60 percent of the cost of all components for a manufactured end product other than one predominantly of iron or steel, rising to 65 percent for deliveries in 2024 through 2028 and 75 percent from 2029. [acquisition.gov](https://www.acquisition.gov/far/subpart-25.1) · read 3 Sep 2026 · changes often, check the source [Read it at the source](https://www.acquisition.gov/far/subpart-25.1) 4. US manufacturing had 403,603 private establishments in Q1 2026, preliminary (QCEW). In a separate series (CES), it had about 12.6 million employees in July 2026, about 8.8 million of them production and non-supervisory workers. [bls.gov](https://www.bls.gov/iag/tgs/iag31-33.htm) · read 4 Oct 2026 · changes often, check the source [Read it at the source](https://www.bls.gov/iag/tgs/iag31-33.htm) About these sources - Claims on this page: 4 - Publishers: 3 - Last read: 4 Oct 2026 - Quotes: The source's own words, folded under each claim - Found a wrong fact?: [Tell us](https://attensira.com/contact) ## Software that does your AI-search visibility work. ## Tell it where you want to be cited. attensira.com's own workspace · read 4 Oct 2026 · n=4,518 197 / 4,518 answers 4.4% Answers on ChatGPT and Perplexity that named attensira.com. Our own reading, published with its n. Sites we own · not customers · 24 of 31 days sampled ## Sources Each entry below is one claim on this page. `retrieved` is the date the exporter or a human last saw the source say this, and nothing more: it is not a publication date and not a promise of re-verification. `cite` is the anchor on the canonical page where this claim is rendered. ### ce-marking-manufacturer-duty The European Commission states that it is the manufacturer's responsibility to carry out the conformity assessment, set up the technical file, issue the EU declaration of conformity and affix the CE marking to a product. - source: https://single-market-economy.ec.europa.eu/single-market/ce-marking_en (single-market-economy.ec.europa.eu) - retrieved: 2026-09-03 - cite: https://attensira.com/industries/manufacturing#claim-ce-marking-manufacturer-duty > It is their responsibility to carry out the conformity assessment, set up the technical file, issue the EU declaration of conformity and affix the CE marking to a product. ### ce-marking-scope The European Commission states that not all products must have CE marking, and that it is compulsory only for most of the products covered by the New Approach Directives. - source: https://single-market-economy.ec.europa.eu/single-market/ce-marking_en (single-market-economy.ec.europa.eu) - retrieved: 2026-09-03 - cite: https://attensira.com/industries/manufacturing#claim-ce-marking-scope > Not all products must have CE marking. It is compulsory only for most of the products covered by the New Approach Directives. ### far-domestic-content FAR 25.101(a)(2)(i) requires the cost of domestic components to exceed 60 percent of the cost of all components for a manufactured end product other than one predominantly of iron or steel, rising to 65 percent for deliveries in 2024 through 2028 and 75 percent from 2029. - source: https://www.acquisition.gov/far/subpart-25.1 (www.acquisition.gov) - retrieved: 2026-09-03 - cite: https://attensira.com/industries/manufacturing#claim-far-domestic-content ### bls-naics3133-scale US manufacturing had 403,603 private establishments in Q1 2026, preliminary (QCEW). In a separate series (CES), it had about 12.6 million employees in July 2026, about 8.8 million of them production and non-supervisory workers. - source: https://www.bls.gov/iag/tgs/iag31-33.htm (www.bls.gov) - retrieved: 2026-10-04 - cite: https://attensira.com/industries/manufacturing#claim-bls-naics3133-scale