What is AI visibility for manufacturers?

AI visibility shows whether ChatGPT, Copilot, Gemini or Perplexity name your company and products when engineers and buyers ask for a part, a standard or a supplier. Finseo tracks in which answers you appear, in which position, next to which competitors and with which sources. Start with AI visibility tracking or a free check.

Do industrial buyers really use ChatGPT to find suppliers?

Yes. In a survey of 300 UK senior decision-makers, 66% use AI tools to research and evaluate suppliers and 85% have found a new supplier through an AI answer (Magenta Associates, 2025). Forrester's Buyers' Journey Survey 2025 found that 94% of business buyers use AI in their buying process.

What is generative engine optimization (GEO) for manufacturing?

Generative engine optimization means making your technical knowledge easy for AI engines to read and cite: products, load values, approvals, certificates and applications. Unlike classic SEO, the goal is to be named in the answer itself, not to rank in a list of links. Finseo measures where you stand and turns gaps into prioritised AI visibility tasks.

Which AI engines matter most in B2B manufacturing?

Business buyers are four times as likely as consumers to use Microsoft Copilot and twice as likely to use ChatGPT (Forrester, 2025), and many procurement teams only have Copilot approved. Finseo tracks 22 engines in 150+ countries, including ChatGPT, Microsoft Copilot, Perplexity and Google AI Mode.

Can Finseo check technical data in AI answers?

Yes. The AI fact check compares AI answers semantically with your approved sources, such as datasheets, approvals and declarations of performance. It flags deviating load values, materials or standards, names the page the wrong claim came from and suggests what to correct, for example an old datasheet on a dealer site.

Why are many mid-sized manufacturers invisible in AI search?

In the GEO-Studie DACH 2026, 24 mid-sized manufacturers were tested with ten procurement prompts each in four engines; 93% of the answers named none of them. Engines rely on sources they can read and trust, and technical data hidden in PDFs or behind logins is often missing. Citation tracking shows which sources the engines use instead.

Which sources do AI engines cite for industrial products?

Typical sources are supplier directories, approval bodies, B2B marketplaces, trade press, CAD portals, forums and Wikipedia, next to manufacturer and dealer pages. Finseo shows per prompt and engine which pages are cited for you and your competitors, and the query fanout analysis traces the searches behind the answer.

Can I track distributors and marketplaces?

Yes. Finseo tracks prompts where buyers ask where to order a part, and shows which dealers, marketplaces and directories engines recommend. You see whether your distributors are named and whether stock, terms and product data in those answers are right.

Can I compare my visibility with competing suppliers?

Yes. Competitor analysis shows your share of voice against other suppliers per product line, application, engine and market. You see the prompts where a rival part is recommended and yours is not, and which sources tip the comparison.

Does AI visibility matter for recruiting skilled workers?

Applicants also ask AI engines about employers, pay and training. Finseo tracks these prompts and shows how engines describe you as an employer and which review sites they rely on, alongside brand sentiment for your products.

Can groups with many brands and plants use Finseo?

Yes. Workspaces and roles give each brand, product line and country its own view, while headquarters sees the whole portfolio. Data is hosted in the EU; details are on the enterprise page.

How much does AI visibility tracking cost for a manufacturer?

The price depends on how many prompts you track, on how many engines and in how many markets. A mid-sized manufacturer with one brand usually starts on Starter or Business, several product lines and export markets fit Growth, and groups get an Enterprise quote. All plans are on the pricing page.

Can sales, product management and distributors get access?

Yes. Seats are unlimited on every plan, and four roles (Owner, Admin, Member, Client) control who sees which project. Product managers can own their product lines, and sales partners can get read-only access as Clients.

What do we need to get started?

Your domain, the products and applications you want to be found for and the suppliers you compete with. Finseo suggests prompts from real demand, including your own keyword list if you upload one, and you review them before tracking starts. See prompt research.

Can we track export markets in their own language?

Yes. You run prompts per country and language, for example an engineer in France asking in French about the same anchor. Finseo tracks 22 AI engines in more than 150 countries; regional engines are set up with our team.

Is it worth it for niche B2B products with few searches?

Often especially so. Questions to AI are long and specific, with application, standard and material, and only a few suppliers get named. Finseo rates the potential of each prompt on a ten-bar meter, so you see which niche questions matter.

How is Finseo different from classic SEO tools for manufacturers?

SEO tools show where your pages rank in a list of links. Finseo shows what AI engines answer when an engineer or buyer asks: whether your product is named, how its technical data is described and which catalogue or article the answer relies on. Many teams use both.

AI visibility for manufacturing

See which suppliers AI engines put on the shortlist.

Engineers and buyers ask ChatGPT, Copilot and Perplexity for the right part and supplier. Finseo shows where your products are named and checks every spec.

Start free

Vortan

FX 12 · M10

6.1 kN

Vortan

FX 12 · M10

6.1 kN

What Finseo checks

Every load value, exact.

Mentioned in anchor prompts

How often AI names you.

MayJunJulAugSepOct

41 %ChatGPT

33 %

Copilot

37 %

Perplexity

29 %

AI Mode

Join 500+ ambitious teams winning the AI search era.

For brands For agencies

Christoph Sterkel, Head of Europe, Kellogg's

Winning in LLMs

across every market

Who asks

Six roles, one answer about your product.

Design engineers, buyers, installers and dealers ask AI engines very different questions about the same part. Finseo tracks each angle as its own prompt set.

01Design engineers

“Which M10 anchor has an ETA for cracked concrete and CAD data?”

Specs and standards

Whether engines quote your current load values, approvals and DIN or ISO standards, and where CAD data is linked.

02Purchasing

“Which suppliers of stainless steel anchors deliver to Germany within a week?”

Supplier shortlists

Which suppliers engines put on the shortlist for a part, and how they describe your prices, terms and lead times.

03Installers

“What torque and drill hole does the Vortan FX 12 need in concrete?”

Installation on site

What engines tell installers about drill holes, torque and edge distances, and whether it matches your manual.

04Quality managers

“Is Vortan ISO 9001 certified and are its anchors CE marked?”

Certificates and audits

How engines present your ISO 9001 certificate, CE marking and declarations of performance during a supplier audit.

05Dealers

“Where can I order Vortan anchors on account through a B2B marketplace?”

Distributors and marketplaces

Which dealers, B2B marketplaces and directories engines send buyers to, and whether stock and terms are right.

06Skilled workers

“Is Vortan a good employer for industrial mechanics in Baden-Württemberg?”

Employer brand

What engines say about you as an employer, from pay and training to reviews, when skilled workers compare offers.

66% of UK B2B decision-makers use AI tools to research suppliers

Source: Magenta Associates, Search Forward, 2025

Prompt monitoring

From part question to source.

Finseo runs your industrial prompts in every engine and shows which directories, approval bodies and forums carry the answers, for every product line and market.

Prompt monitor

Active 5

Visibility

Tracked engines

ChatGPT

Gemini

Perplexity

Google AI Mode

Claude

Cited sources

vortan.com Cited · Pos. 1

Europages

EOTA

YouTube

vortan.com Cited · Pos. 2

Thomasnet

Wikipedia

EOTA

YouTube

vortan.com Cited · Pos. 1

Engineering.com

Europages

TraceParts

vortan.com Not cited

Amazon Business

Wikipedia

Thomasnet

YouTube

vortan.com Cited · Pos. 3

Wikipedia

EOTA

Engineering.com

Prompt monitor

Active 5

Visibility

Tracked engines

ChatGPT

Gemini

Perplexity

Google AI Mode

Claude

Cited sources

vortan.com Cited · Pos. 1

Europages

EOTA

YouTube

vortan.com Cited · Pos. 2

Thomasnet

Wikipedia

EOTA

YouTube

vortan.com Cited · Pos. 1

Engineering.com

Europages

TraceParts

vortan.com Not cited

Amazon Business

Wikipedia

Thomasnet

YouTube

vortan.com Cited · Pos. 3

Wikipedia

EOTA

Engineering.com

Cited sources

For each engine you see which directories, approval bodies and forums the AI cites for your parts.

ChatGPT

Perplexity

AI Mode

Copilot

Claude

Gemini

9 new prompts detected

ChatGPT

Perplexity

AI Mode

Copilot

Claude

Gemini

9 new prompts detected

New prompts

Finseo checks every engine continuously and suggests new part questions your buyers are asking now.

How it works

From the right prompts to correct specs.

Finseo finds the questions engineers and buyers ask, checks every answer against your approved technical data and shows which sources to fix first.

The questions buyers really ask

Finseo builds your prompt set from search volume, personas and intent, from load values to lead times, in every market and language you sell in.

Prompt research

New prompt

Stainless anchor with ETA for cracked concrete?

PersonaDesign engineer

EngineChatGPT

New prompt

Stainless anchor with ETA for cracked concrete?

PersonaDesign engineer

IntentSpecs

EngineChatGPT

Load values checked against your data

Finseo compares every AI answer with your approved datasheets and approvals, flags deviating load, material or approval claims and names the page they came from.

AI fact check

Claim · Gemini

The Vortan FX 12 is approved for uncracked concrete only.

Approved source

ETA option 1, cracked and uncracked concrete

Claim · Gemini

The Vortan FX 12 is approved for uncracked concrete only.

Approved source

ETA option 1, cracked and uncracked concrete

The directories behind every answer

See which approval bodies, supplier directories, marketplaces and forums engines cite for your parts, so you know where an old datasheet or a missing product comes from.

Citation tracking

Stainless anchor for facades

vortan.com

eota.eu

europages.co.uk

Stainless anchor for facades

vortan.com

eota.eu

europages.co.uk

reddit.com

Your share of every shortlist

Compare your share of voice with other suppliers per product line, application and engine, and see the prompts where a rival part is named instead of yours.

Competitor analysis

Share of voice · 84 prompts

Vortan34%

Ankerwerk31%

Share of voice · 84 prompts

Vortan34%

Ankerwerk31%

Stahlfix17%

Product lines, regions and dealers aligned

Workspaces and roles for every brand, product line and country: headquarters steers the portfolio, sales regions own their market, dealers see their range.

Enterprise

Workspace · roles

OwnerMarketing, full access

AdminSales region per country

MemberProduct management and technical sales

Workspace · roles

OwnerMarketing, full access

AdminSales region per country

MemberProduct management and technical sales

ClientAgency, read only