Pathloft

How a Heavy Equipment Brand Won Visibility Across AI-Driven Search

INDUSTRY

Heavy Equipment

ONGOING STRATEGIES

SEO | Generative Engine Optimization (GEO) 

BUSINESS TECHNOLOGIES

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Additional Support From

PPC | CRO | LOCAL SEO

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We work with leadership teams to pressure-test growth strategies before misalignment shows up in pipeline, trust, or revenue.

ai seo industrial authority

As AI began reshaping how buyers research equipment, this industry-leading dealer faced a familiar problem with a new twist: declining organic traffic despite strong brand recognition.

Traditional SEO alone was no longer enough. Buyers were increasingly discovering answers through AI Overviews, conversational assistants, and third-party sources—often before ever clicking a website.

The opportunity wasn’t to recover lost clicks.
It was to become the most trusted answer wherever research happens.

The Challenge

By late 2024, organic traffic trends were softening across informational content—mirroring a broader shift caused by AI summaries and zero-click experiences.

Key risks emerged:

  • Reduced visibility early in the buyer journey

  • Fewer opportunities to influence research-stage decisions

  • Limited insight into how AI platforms referenced the brand

The challenge wasn’t demand.
It was discoverability in an AI-first research environment.

The Strategy

An AI-aware visibility framework was deployed to expand brand presence beyond traditional rankings and into:

  • Google AI Overviews

  • Generative AI assistants

  • Industry publications and trusted third-party sources

The focus shifted from where the brand ranked to where the brand was cited.

What Changed After Engagement

Two things stood out immediately. First, we were constantly being educated on what was changing and how to adapt. Second, the responsiveness—when priorities shifted or new opportunities emerged, the team moved fast to keep momentum going. That made a real difference.

— Marketing Head

Increase in traffic originating from generative AI sources
0 %
Increase in leads influenced by AI platforms
0 %
Growth in visibility within Google AI Overviews
0 %

About The Client

The client is a regional leader in heavy equipment sales, rentals, and servicing, supporting construction, infrastructure, and industrial operations across multiple markets.

With decades of operational expertise and a reputation built on reliability, the company competes in a category where trust, authority, and early-stage influence directly impact revenue.

Their challenge wasn’t credibility—it was maintaining visibility as buyer behavior moved faster than traditional search.

Adapting to the New Search Landscape

As AI Overviews began pulling answers from trusted third-party sources, the strategy evolved beyond owned content.

High-intent industry queries were analyzed to identify:

  • Which sources AI systems referenced most frequently

  • What types of content earned citations

  • Where competitors were gaining early visibility

The brand was then positioned directly within those trusted sources—ensuring it appeared in the answers buyers saw first.

Crucially, every AI citation and appearance was tracked, creating clarity around which topics, pages, and placements were influencing discovery.

Maximizing Brand Exposure Beyond Owned Channels

With organic results declining industry-wide, visibility had to expand across the broader web.

Over the course of the engagement:

  • 43 authoritative placements strengthened brand and entity signals

  • A focused subset of high-intent placements was designed specifically to surface in generative AI responses

Coverage aligned with themes such as:

  • Heavy equipment and machinery

  • Sustainable infrastructure and agriculture

  • Disaster preparedness and recovery

  • Automation and construction robotics

This approach ensured the brand wasn’t just visible—but referenced where it mattered most.

Non Branded Visibility AI Overviews

Becoming the Default Answer in LLM Systems

As more buyers turned to AI tools for research, a new goal emerged: own the answer, not just the page.

Years of SEO investment meant the site was already technically strong. Building on that foundation, targeted “seed content” was created to address common AI-driven questions, including:

  • Where to buy specific equipment

  • How to compare new vs. used options

  • Value considerations across equipment categories

The intent was simple:
earn citations from both trusted publishers and large language models, ensuring the brand appeared consistently across every stage of the research journey.

AI SEO VISIBILITY

Anonymized AI Market Visibility e1768164417189

Author

  • cropped cropped circle image 1 1

    We’re the people at Pathloft who get called when growth “should be working” — but somehow isn’t.

    We spend our days untangling messy funnels, questionable metrics, and strategies that looked great in slides but struggled in the real world. This blog is where we think out loud, test ideas, and share patterns we’re seeing across modern B2B growth teams.

    No hype. No hacks. Just honest thinking from people who’ve sat in too many pipeline reviews to pretend everything is simple.

    View all posts

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