--- title: AI Visibility Agency for Manufacturers | Cobalt Sales Group description: We help manufacturers get cited in AI answers by publishing the expertise buyers ask about. See what we measure, what we will not promise, and the cost. image: https://www.cobaltsalesgroup.com/hubfs/COBALT%20NEW/cobalt-og-image.png --- [Skip to main content](https://www.cobaltsalesgroup.com/ai-visibility-agency#main) [![Cobalt Sales Group](https://www.cobaltsalesgroup.com/hs-fs/hubfs/raw_assets/public/Cobalt/images/cobalt-logo-removebg-preview.png?width=240&height=54&name=cobalt-logo-removebg-preview.png)](https://www.cobaltsalesgroup.com/) [The Visibility Problem](https://www.cobaltsalesgroup.com/the-visibility-problem) [Our Approach](https://www.cobaltsalesgroup.com/our-approach) [Our ApproachHow we make you the company buyers find first](https://www.cobaltsalesgroup.com/our-approach) [Authority Growth Program™Our ongoing content and visibility engagement](https://www.cobaltsalesgroup.com/authority-growth-program) [Buyer-Ready WebsiteA fixed-price website update or rebuild](https://www.cobaltsalesgroup.com/buyer-ready-website) [Learning Center](https://www.cobaltsalesgroup.com/learning-center) [Investment](https://www.cobaltsalesgroup.com/investment) [Request A Free Buyer Visibility Audit™ →](https://www.cobaltsalesgroup.com/audit-request) [The Visibility Problem](https://www.cobaltsalesgroup.com/the-visibility-problem) [Our Approach](https://www.cobaltsalesgroup.com/our-approach) [Authority Growth Program™](https://www.cobaltsalesgroup.com/authority-growth-program) [Buyer-Ready Website](https://www.cobaltsalesgroup.com/buyer-ready-website) [Learning Center](https://www.cobaltsalesgroup.com/learning-center) [Investment](https://www.cobaltsalesgroup.com/investment) [Request A Free Buyer Visibility Audit™](https://www.cobaltsalesgroup.com/audit-request) # An AI Visibility Agency Built for Manufacturers Your buyers are asking ChatGPT and Google’s AI answers who can solve their problem. We help make sure the answer can include you, and we show you the numbers as we go. You already have the expertise. It lives in your engineers’ heads and out on your shop floor, and very little of it is published where a buyer or an AI system can find it. That is the gap we close. We work only with manufacturers and industrial companies. Cobalt was founded by Bob Engelhart, who ran PB Exchange, a telecom remanufacturing company, for 23 years before starting it. [Request Your Free Buyer Visibility Audit™ →](https://www.cobaltsalesgroup.com/audit-request) [Book a Discovery Meeting (opens in a new tab)](https://meetings-na2.hubspot.com/bob19/15-minute-zoom-call) ## What does an AI visibility agency do for a manufacturer? An AI visibility agency helps your company get named when a buyer asks an AI system a question you could answer. For a manufacturer, that means finding the questions your buyers ask, publishing your real expertise in a form AI systems can find and quote, and tracking whether you are being cited. You will hear this sold as AEO, GEO, or AI SEO. Those are mostly different names for the same work, and most of that work is what good search practice has always been. Google says so itself. Its documentation states that there are [no additional requirements to appear in AI Overviews or AI Mode (opens in a new tab)](https://developers.google.com/search/docs/appearance/ai-features). We explain the vocabulary in AI Search Visibility for Manufacturers. So we don’t sell a new science. We do the work: depth on the subjects you really know, structured so it can be cited, and backed up by sources outside your own website. ## How the work gets done 01 We start with a Buyer Visibility Audit™. It shows what Google and AI answers say about you and your competitors today. It is free and takes one to two business days. 02 We find the questions your buyers ask. We research what engineers and purchasing people search before they contact a supplier, and we map those questions into a plan for your site. 03 We interview your experts and write the content. Your people give us about an hour a month. We turn what they know into articles and pages. Nothing goes on your site until you have reviewed it. 04 We publish and measure. We build and publish the pages, track rankings and AI citations, and use what we learn to decide what to write next. This is our [Authority Growth Program™](https://www.cobaltsalesgroup.com/authority-growth-program). AI visibility is one of the things it produces, alongside search rankings. ## What we measure, and what we don’t We measure three things. The first is how often Google’s AI Overviews cite your website, across the full set of buyer questions we track for you. That set is typically more than 1,000 questions per topic. The second is how many of those questions you rank for on page one of Google. The third is your organic traffic. We do not report a citation rate for ChatGPT or Perplexity. No reliable measurement exists for them today. In your audit we put your buyers’ questions to those assistants by hand and show you who gets named. That is an observation, not a metric. We also don’t report leads or RFQs. Our work doesn’t reach into your phones, your inboxes, or your CRM. If you tell us inquiries are up, that is good news, and we will treat it as your observation, not our number. ## What results look like Here are two examples from our own tracking. Both come from the September 1, 2026 scan of Google AI Overviews, and each comparison uses the same questions for every company in it. ### [Pulse Drying Systems (opens in a new tab)](https://www.pulsedry.com/), spray dryers. Cited in 35.4% of tracked questions (373 of 1,055). GEA, one of the largest companies in the category, was cited in 9.5%, and SPX Flow in 5.4%. Pulse’s first citations appeared about a month after its content was published. ### [SC Industries (opens in a new tab)](https://www.scindustriesinc.com/), centerless grinding. Cited in 18.7% of tracked questions (212 of 1,131). No competitor we track in that category was cited at all. *Figures as of September 1, 2026.* Source: Cobalt Sales Group tracking data. These rates move from scan to scan, up and down, which is why they carry a date. There is more in our [client results](https://www.cobaltsalesgroup.com/results) and in Real Examples: Manufacturers Getting Cited by AI. ## What we won’t promise Nobody can promise you a place in an AI answer, and you should be wary of anyone who does. There is no registry to join and no placement to buy. - **We won’t quote a schedule.** How fast this works depends on how much you publish, how quickly it gets indexed, and how soon other sources back it up. - **We won’t tell you search is dead.** In [GlobalSpec’s 2026 State of Marketing to Engineers survey (opens in a new tab)](https://advertising.globalspec.com/state-of-marketing-to-engineers-research-report), 77% of technical buyers still favor traditional search engines over AI platforms when they look for information. The same work serves both. - **We won’t claim a formula.** The companies that build these systems don’t publish how they weigh sources, so nobody outside them knows. ## Who this is for This is a good fit for manufacturers and industrial companies with real technical expertise, a considered sale, and someone who can give us about an hour a month. It is not a fit if you need results in ninety days or want a guarantee. ## What does it cost? Most engagements are $3,500 per month. That covers the research, the interviews, the writing, the publishing, and the measurement. It is month to month, and either of us can end it with 30 days’ notice. We recommend planning on one to two years. Citations can come early, but visibility that holds from scan to scan takes longer to build. The details are on our [Investment page](https://www.cobaltsalesgroup.com/investment). If your website needs fundamental work before content can do its job, that is a separate fixed-price project. See [Buyer-Ready Website](https://www.cobaltsalesgroup.com/buyer-ready-website). ## Frequently asked questions ### Can you get my company into ChatGPT answers? No one can place you there. What we can do is publish the specific, well-supported content these systems draw on. We measure citations in Google’s AI Overviews, and we don’t claim results we can’t measure. ### Is AI visibility different from SEO? Mostly no. Google’s AI features run on the same ranking and quality systems as ordinary Search, so the work overlaps almost completely. What changed is that buyers often read a summary before they look at the links, so being cited in that summary matters more than it used to. ### How long does it take? We don’t quote a schedule, because it depends on your category and on how much you publish. One client saw its first citations about a month after publishing. Visibility that holds up from scan to scan takes much longer, which is why we plan in years. ### Do our engineers have to write anything? No. We interview them and do the writing. Their job is to tell us what they know and to check that what we wrote is accurate. ## Find out what AI says about your company today The Buyer Visibility Audit™ shows how you appear in Google and in AI answers, which competitors are named instead, and the biggest gap we found. It is free, there is no sales pitch, and you get it in one to two business days. [Request Your Free Buyer Visibility Audit™ →](https://www.cobaltsalesgroup.com/audit-request) [Book a Discovery Meeting (opens in a new tab)](https://meetings-na2.hubspot.com/bob19/15-minute-zoom-call) [![Cobalt Sales Group](https://www.cobaltsalesgroup.com/hs-fs/hubfs/raw_assets/public/Cobalt/images/cobalt-logo-removebg-preview.png?width=240&height=54&name=cobalt-logo-removebg-preview.png)](https://www.cobaltsalesgroup.com/) Helping manufacturers dominate Google and AI search. 2378 Wilshire Blvd Mound, MN 55364 [612-361-6725](tel:+16123616725) Explore [The Visibility Problem](https://www.cobaltsalesgroup.com/the-visibility-problem) [Our Approach](https://www.cobaltsalesgroup.com/our-approach) [What Winning Looks Like](https://www.cobaltsalesgroup.com/#vision) Services [Buyer Visibility Audit™](https://www.cobaltsalesgroup.com/audit-request) [Authority Growth Program™](https://www.cobaltsalesgroup.com/authority-growth-program) [Buyer-Ready Website](https://www.cobaltsalesgroup.com/buyer-ready-website) [AI Visibility Agency](https://www.cobaltsalesgroup.com/ai-visibility-agency) [Manufacturing SEO Agency](https://www.cobaltsalesgroup.com/manufacturing-seo-agency) [Investment](https://www.cobaltsalesgroup.com/investment) Learn [Learning Center](https://www.cobaltsalesgroup.com/learning-center) [Case Studies](https://www.cobaltsalesgroup.com/results) Company [About](https://www.cobaltsalesgroup.com/about) [Contact](https://www.cobaltsalesgroup.com/contact) [Book a Discovery Meeting (opens in a new tab)](https://meetings-na2.hubspot.com/bob19/15-minute-zoom-call) © 2026 Cobalt Sales Group. All rights reserved. [Privacy Policy](https://www.cobaltsalesgroup.com/privacy-policy) · [Terms of Service](https://www.cobaltsalesgroup.com/terms-of-service) ```json { "@context" : "https://schema.org", "@id" : "https://www.cobaltsalesgroup.com/ai-visibility-agency#service", "@type" : "Service", "areaServed" : "US", "audience" : { "@type" : "BusinessAudience", "audienceType" : "Industrial manufacturers" }, "description" : "We help manufacturers get cited in AI answers by publishing the expertise buyers ask about. 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