
By Rafaela Ruf - Head of product at GUURU and UGC expert

How Polo Motorrad Is Powering Product Discovery in AI with Community Content
In the fast lane of eCommerce, product pages are more than digital shelves. They’re decision-making hubs. And increasingly, they’re no longer discovered by humans only.
Product discovery is rapidly shifting into AI interfaces like Google AI Overviews, ChatGPT, Perplexity, and conversational search modes. Shoppers now ask questions like “Which motorcycle jacket fits my bike and riding style?” or “Is this battery reliable for long tours?”. And they expect concrete, experience-based answers.
That shift creates urgency for brands: AI systems don’t surface polished brand copy or synthetic summaries. They look for human-authored, experience-rich answers that directly respond to real questions.
Polo Motorrad, one of Germany’s most recognized motorbike brands, is tapping into that passion by embedding human-authored, expert content right where it counts: the product detail page (PDP). Powered by GUURU’s Community Content Module, this approach has led to a substantial uplift in AI-driven product discovery, particularly through visibility, mentions and citations in LLM-generated results.
This article breaks down how it works, why it matters, and what it delivers.
The Challenge: How Do You Scale Trust?
Motorcyclists don’t just buy gear. They invest in protection, performance, and peace of mind. But the traditional PDP often falls short: it’s too static, too generic, and too impersonal. Not only for enthusiasts who want authentic, experienced advice, but also for the large language models (LLMs) that now mediate product discovery.
These systems seek out human-authored, specific, experience-based answers to real user questions. Most PDPs, built around specs, marketing copy, or aggregated reviews, simply aren’t designed to meet that demand.
Polo Motorrad saw an opportunity to go beyond specs and stock reviews. They asked:
- How can we integrate real advice from real riders?
- How do we keep our PDPs fresh, indexable, and aligned with E-E-A-T best practices?
- Can we do this at scale, without adding manual content work?
The Solution: Real Riders, Real Advice
With GUURU, Polo Motorrad activates a curated network of passionate riders, called Guurus, who share real-time advice via chat and generate content that’s automatically published on PDPs.
In just six months, this community has produced over 2,500 unique product opinions - insights that are now live across 1,800 product pages. This isn’t just engagement, it’s expert content production at real scale.
To bring these peer voices to life, here are two examples of Guuru profile pages that showcase the authenticity and expertise of this passionate community:
Each contribution is short, product-specific, and written by an experienced community member. For example for this specific helmet:
- “I also ride an LS2 Advant and use the Cardo communication system. With the included adhesive pad, the mount is rock solid if you place it slightly further back so the flip-up mechanism remains free. I am very satisfied with the helmet.” – Jan, experienced rider, tour guide & DIY mechanic
- “The LS2 FF901 Advant X C remains stable even at higher speeds. From around 120–130 km/h it becomes louder, and the wind pressure on the chin bar is noticeable but not disturbing. You can tell that it’s a flip-up helmet.”- Chris, all-weather rider & gear tester
- “With the carbon version of the LS2 FF901 Advant X C black, an additional heavily tinted visor as well as a Pinlock lens are already included in the box.”- Pier, mechanic & long-time rider
This type of micro-expert content is:
- Authentic: Every statement is authored by a named rider with real experience.
- Fresh: Content is updated continuously as new conversations happen.
- Indexable: Published directly in HTML and structured for SEO & AIO visibility.
Why It Works: Depth, Context & Trust
Unlike reviews, which tend to focus on satisfaction and star ratings, community content adds a layer of contextual expertise. It answers the unspoken questions:
- Will this bag fit my specific model?
- Is this protector easy to modify?
- How durable is this battery in real-world conditions?
These are the insights that matter to serious buyers. And because the content is short, skimmable, and embedded directly within PDPs, it doesn’t interrupt the journey. It enhances it.
Plus, thanks to structured data and visible authorship, this content feeds AI search engines with exactly what they prioritize: expert-driven, real-use, human-authored signals.
Real Impact: More Visibility, More Citations, More Engagement
With GUURU’s Community Content Module live on product pages, Polo Motorrad achieved a dramatic uplift in AI-driven visibility. In just 11 days after activating community content, citation share in AI Mode and AIOs jumped from 6% to 19% - a remarkable 217% increase.
This surge positioned Polo ahead of key competitors in LLM-powered product discovery, demonstrating how human-authored expertise directly fuels AI relevance. And the growth didn’t stop: as of writing, citation share has reached 30% over the past three days, cementing Polo’s lead in this emerging space.
- +217% increase in domain visibility in AI Mode and AIOs
More polo-motorrad.com pages appeared as sources in AI-generated answers - Polo’s presence in AI-sourced results more than tripled after deploying Community Content. - 5× more product page citations
After going live, Polo’s PDPs were cited five times more often in AI-generated answers compared to the same number of days before. Daily citations continue to rise.
How We Measured It
Scope: 100 real-world, unbranded, high-intent user prompts
Method: Tracked citations and content visibility in Google AI Mode, AIOs and ChatGPT Search
Timeline: 14 days pre- and post-implementation
Tool: Peec AI for Visibility & Citation Tracking
As already seen in the Elektro Wandelt benchmark, peer-authored content not only boosts SEO and AI visibility but also positions brands to stay discoverable and trusted in a shifting digital landscape.
How It Supports E-E-A-T and Future-Proofs PDPs
Search is changing. With the rise of AI Overviews, LLMs, and zero-click journeys, brands must optimize for Expertise, Experience, Authority, and Trust (E-E-A-T).
GUURU’s community content hits every note:
- Experience: Each statement is based on real use cases from actual riders.
- Expertise: Guurus are curated based on product knowledge and community contributions.
- Authority: Named authors and profile pages build credibility.
- Trust: The tone is conversational, not commercial—building peer-level rapport.
Content That Converts
Polo Motorrad isn’t just collecting testimonials. They’re creating a content engine that drives real outcomes:
- Increased engagement on PDPs (scroll depth, dwell time)
- Higher add-to-cart rates on products with community insights
By adding real advice from real riders directly into their PDPs, Polo Motorrad delivers the kind of authentic, high-intent content that both users and algorithms value. As shown in their structured test setup, this approach contributes directly to greater discoverability and AI citation, further boosting visibility and conversion across touchpoints.
Final Thoughts: Peer Content at Scale
Polo Motorrad’s experience shows that the future of eCommerce content isn’t brand-authored or synthetically generated. It’s human, experience-driven, and contextual.
Synthetic content can summarize features, but it can’t replicate lived experience. It doesn’t explain why a saddlebag fits one bike better than another, or how a jacket performs after hundreds of kilometers. AI systems recognize that gap and increasingly reward content that closes it.
By embedding real advice from real riders directly into their product pages, they’re not just informing customers and making the experience feel more human. Polo Motorrad creates content that works simultaneously for shoppers and for AI-driven discovery. The result is higher trust, stronger visibility, and product pages that remain relevant as search behavior continues to shift.
Want to see how community-powered content could work for your brand?

Rafaela Ruf, Head of product
With 15 years of experience in product management, Rafaela loves being the connecting piece between what users want and what technology can build. Joining GUURU in 2020, Rafaela enjoys lean experimenting and the hands-on work at a startup. She is also a passionate dancer and member of Lisbon’s Forró dance community. Follow Rafaela on LinkedIn.
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