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AI SEO / GEO Case Study

AI Search Visibility For An Industrial Automation Company Across 4 AI Engines

Rebuilding a WordPress automation company's entity, product-line schema, and engineering-media citations so AI engines cite the company for PLC, controls, and integration prompts.

26
Engineer Prompts Tracked
28
Product Pages Rebuilt
12
Directories Cleaned
6
Technical Articles Placed
About The Client

Axion Controls

A mid-market industrial automation company selling PLCs, HMI panels, and system integration services to manufacturers across North America. Respected engineering brand, invisible in the AI answers where controls engineers now shortlist vendors.

Industry

Industrial Automation

Focus

PLCs, HMI Panels & System Integration

Target Audience

Manufacturers & Controls Engineers

The Challenge

The WordPress site had spec sheets locked in PDFs, no Product schema, and a thin About section. Engineering-media citations existed but pointed to competitors, and Axion's engineers weren't surfaced as named experts anywhere.

Axion Controls - AI SEO / GEO Case Study
AI SEO / GEO Case Study

Axion Controls

26
Engineer Prompts Tracked

" Only 3 of 26 tracked engineer prompts cited Axion, while Rockwell, Siemens, and two aggregators owned nearly every answer. "

Our Approach

The Strategy

STEP 01

Baselined engineer-intent prompts

Tracked 26 controls-engineer prompts (PLC selection, protocol comparisons, integrator recommendations by vertical) across ChatGPT, Perplexity, Gemini, and Google AI Overviews weekly.

STEP 02

Rebuilt the company entity

Cleaned Wikidata, Crunchbase, and 12 industrial / automation directories. Added senior engineers as named experts with credentials and application-note authorship.

STEP 03

Lifted spec content out of PDFs

Rewrote 28 product and integration-service pages with definitional openings, spec tables, and Product + Service + FAQPage schema. Preserved PDF spec sheets as downloads.

STEP 04

Placed citations in engineering media

Contributed 6 technical articles to publications and forums (Control Engineering, Automation World, PLCTalk) that repeatedly appeared as AI answer sources.

Before

Before (Perplexity)

Axion Controls

  • Only Rockwell + Siemens cited
  • No Axion mention
  • No integrator services surfaced
  • No AI Overview coverage
After

After (Perplexity)

Axion Controls

  • Cited alongside Rockwell + Siemens
  • PLC + HMI specs quoted verbatim
  • Integration services surfaced by vertical
  • Also cited in Google AI Overview

AI answer mockup - ILLUSTRATIVE Perplexity answer to 'best mid market PLC vendors for food and beverage' now cites Axion Controls.

Results

Keyword Movement

KeywordBeforeNow
mid market plc vendors food beveragenot citedcited (Perplexity + ChatGPT)
hmi panel comparison rockwell alternativenot citedcited (ChatGPT + Gemini)
system integrator for packaging linenot citedcited (Google AI Overview)
modbus vs ethernet ip when to usecited (1 engine)cited (3 engines)

Representative results based on comparable engagements.

Getting engineering to sign off on marketing copy nearly killed the rewrite.

The first pass at product pages was rejected by the engineering lead as overpromising. I moved to a workflow where every page's spec table and definitional paragraph were drafted from engineering-approved application notes before marketing touched voice - approval time dropped from weeks to days.

"
" Our sales cycle didn't shrink. What changed is that the first call now often opens with 'ChatGPT mentioned you were strong at X' instead of us having to earn every mention from scratch. "

Client name changed for privacy.

Ready to be the next case study?

Book a consultation with me on Upwork.

I'll personally scope your project before any engagement. No account managers, no hand-offs.

First audit call is free, no commitment.

What happens next

Typical engagement: 4-6 months. First deliverable in week 1: an AI-visibility audit across ChatGPT, Perplexity, Gemini, and Google AI Overviews for your top 20 buyer prompts, with a prioritised entity, schema, and citation plan.