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Audit in Progress·nordwerk-precision.com

Reading Your Website…

We are identifying your business so we can ask AI engines the questions your buyers actually ask.

  1. Reading the SiteWho you are, what you sell, where you sell it
  2. Writing Buyer Questions12 questions a sourcing manager would ask
  3. Querying AI EnginesChatGPT, Perplexity and Gemini, one answer each
AI Visibility Audit·nordwerk-precision.com

Hi, Nordwerk
Let’s See If AI Names You.

Measured on September 19, 2026 · 12 Buyer Questions · 3 AI Engines

Low Visibility

When AI Answers

You are Cited

We asked AI engines the 12 questions your buyers ask before choosing a supplier. On 10 of them, you don’t exist — two or three competitors are named instead.

2/12 Questions
By AI Engine
ChatGPTCites you on 1 question 1/12
PerplexityCites you on 2 questions 2/12
Google GeminiNever cites you 0/12

Measured through each model’s official API, one answer per question per engine.

10
Questions Lost to Competitors
8/12
Your Top Competitor’s Score
16
Suppliers Named Instead of You

12 Questions. Who Gets Named?

We asked 12 real buyer questions. For each one, here is whether AI engines cite you — and who they name instead.

“Which CNC machining suppliers in Germany can deliver aerospace-grade aluminium parts in small batches?”

Named instead: Hoffmann Zerspanung, Kessler CNC, MetalPart Solutions

Not Cited

“Best precision machining partner for medical device components in Europe?”

Named instead: Hoffmann Zerspanung, Brandt Präzision

Not Cited

“Nordwerk Precision reviews and lead times”

You are cited — but only when buyers already search for you by name.

Cited

“Who can machine titanium Ti-6Al-4V to ±0.01 mm tolerances with ISO 9001 certification?”

Named instead: Kessler CNC, Werkmann Technik, Hoffmann Zerspanung

Not Cited

“Reliable alternative to Chinese CNC suppliers for prototype runs under 500 pieces”

Named instead: MetalPart Solutions, Protolab EU

Not Cited

“5-axis machining shops in Baden-Württemberg that accept export orders”

You are cited, alongside Kessler CNC and Hoffmann Zerspanung.

Cited

“How much does CNC machining cost per part in Germany compared to Poland?”

Named instead: MetalPart Solutions, Xometry

Not Cited

“Which machining suppliers offer first article inspection reports (FAIR) to AS9102?”

Named instead: Hoffmann Zerspanung, Brandt Präzision, Kessler CNC

Not Cited

“Contract manufacturer for stainless steel hydraulic fittings, EU-based”

No specific supplier named — the spot is up for grabs.

Open Spot

“Fastest turnaround CNC turning service for automotive prototypes”

Named instead: Protolab EU, Kessler CNC

Not Cited

“German suppliers of precision components for semiconductor equipment”

Named instead: Brandt Präzision, Werkmann Technik

Not Cited

“How do I qualify a new machining supplier? Which companies pass audits easily?”

Named instead: Hoffmann Zerspanung

Not Cited
Fix These Gaps

Get the Full Report as a PDF

Your score, the suppliers AI names instead of you, and your 3 biggest missed opportunities, in a short PDF.

Who AI Recommends

The suppliers AI engines recommend most often when your buyers ask.

Most Cited Suppliers
  1. 01Hoffmann Zerspanung8/12
  2. 02Kessler CNC7/12
  3. 03MetalPart Solutions5/12
  4. 04Brandt Präzision4/12
  5. 14Nordwerk Precision2/12
Your Most Visible Competitor

Hoffmann Zerspanung hoffmann-cnc.de

Cited on 8 of 12 questions. Every week, buyers who ask AI for a supplier hear their name — not yours.

Hoffmann8/12
You2/12

What We’d Do First.

The same diagnostics our subscribers get, checked by a specialist. Here are the top three priority actions for your site.

Missing PagePriority 1

Question: “Best precision machining partner for medical device components in Europe?”

Create a Medical Device Machining Page

AI engines cite suppliers with a dedicated page listing ISO 13485, materials and tolerances. Your capability exists but only appears in a PDF brochure they cannot read.

Target page /industries/medical
Validated by a specialist
Lack of ProofPriority 2

Applies to 7 questions about tolerances and certifications

Publish Your Tolerances and Certificates as Text

Hoffmann states “±0.005 mm, AS9100, 48 h quotes” in plain text on every page. Yours sit in images. Add a short, factual capability table the engines can quote.

Target page /capabilities
Validated by a specialist
Action 3 and Beyond Are for Subscribers Start My Action Plan

Turn 18 Gaps Into Citations.

Your 18 gaps are not set in stone: they are 18 identified opportunities. We know why AI engines overlook you — and how to fix it.

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Cited Within 90 Days, Or Your Money Back

* If, after 90 days on Autopilot, AI engines haven’t cited you on a single one of your target questions, we refund everything you paid for Autopilot (the full annual payment on an annual plan). Conditions in Article 9 of our Terms.
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Audit in Progress… Usually takes 3–5 minutes3%