Case Story

Case Story

How Megabad Builds an Agentic
Storefront With 350,000 Products

How Megabad Builds an Agentic Storefront With 350,000 Products

How Megabad Builds an Agentic Storefront With 350,000 Products

Why the Old Model Doesn't Work

Anymore

E-commerce hasn't changed its core model in 25 years: search, compare, validate… all work left to the customer. That's what creates choice overload, extra tabs, and lost conversions before a purchase decision is ever made. According to Adobe Digital Insights, the ground is shifting fast: retail AI-referral traffic is up 693% year over year, converting 54% better than non-AI traffic, with a 33% lower bounce rate.

For a retailer whose whole identity rests on 90+ years of consultative, in-person selling, that shift wasn't hypothetical, it pointed straight at the one thing the online store never had. Megabad decided to build that experience themselves rather than leave it to someone else's AI. If a retailer doesn't shape how its own customers are guided toward the right product, a third-party AI eventually will - optimized for its own interests, not the retailer's.

The challenge

Carrying 90+ years of in-person expert advice, the backbone of every offline sanitary purchase, into a digital storefront that never had it, in a world where CPCs have roughly doubled over the past decade.

Customers come from various different channels. The channels are where Neocom then becomes extremely important, because we essentially meet the user at every touchpoint, from SEO & Geo, Google Search (where 50% of traffic comes from) to CRM-Newsletters.

Marco Hjoeth Dziendziol

Head of Performance & Brand, Megabad

Customers come from various different channels. The channels are where Neocom then becomes extremely important, because we essentially meet the user at every touchpoint, from SEO & Geo, Google Search (where 50% of traffic comes from) to CRM-Newsletters.

Marco Hjoeth Dziendziol

Head of Performance & Brand, Megabad

Customers come from various different channels. The channels are where Neocom then becomes extremely important, because we essentially meet the user at every touchpoint, from SEO & Geo, Google Search (where 50% of traffic comes from) to CRM-Newsletters.

Marco Hjoeth Dziendziol

Head of Performance & Brand, Megabad

Phase 1: Rule-Based Advisors - Live & Proven

Neocom deployed AI advisors for four high-consideration categories: Bathtubs, Shower Trays, Toilets, and Mirror Cabinets. Together, these advisors cover 32,000+ products available for individual consultation.

"We see outstandingly that customers who have completed a consultation have an average order value that is more than 37% higher than without consultation."

Christian Drumann, Megabad’s Webshop Manager

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Customers advised

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Customers advised

~0%

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Engagement Rate

The standout performer - shower tray advisor

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Engagement Rate

The standout performer - shower tray advisor

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~0%

Avg

Click-through on recommendations

Mirror cabinets: >51%

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Avg

Click-through on recommendations

Mirror cabinets: >51%

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Average order value

€593 more per order

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+0.0%

Average order value

€593 more per order

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0.0%

Conversion rate

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Conversion rate

0+

0+

Customers advised

~0%

~0%

Avg

Click-through on recommendations

Mirror cabinets: >51%

0.0%

0.0%

Conversion rate

~0%

~0%

Engagement Rate

The standout performer - shower tray advisor

+0.0%

+0.0%

Average order value

€593 more per order

Phase 2: From Click-Path to Conversation

Launching next: a conversational AI agent for bathroom ceramics and WCs. Instead of a fixed question tree, customers ask naturally:

"I'm looking for a bathtub with dimensions 170×75cm and an integrated drain. I'd prefer a rectangular shape."

The agent draws on Megabad's product feed and expert buying guides to respond with recommendations, clarifying questions, or scenario-based explanations, scaling the same expertise to complex, long-tail requests a fixed tree could never anticipate.

Phase 2: From Click-Path to Conversation

Launching next: a conversational AI agent for bathroom ceramics and WCs. Instead of a fixed question tree, customers ask naturally:

"I'm looking for a bathtub with dimensions 170×75cm and an integrated drain. I'd prefer a rectangular shape."

The agent draws on Megabad's product feed and expert buying guides to respond with recommendations, clarifying questions, or scenario-based explanations, scaling the same expertise to complex, long-tail requests a fixed tree could never anticipate.

Phase 2: From Click-Path to Conversation

Launching next: a conversational AI agent for bathroom ceramics and WCs. Instead of a fixed question tree, customers ask naturally:

"I'm looking for a bathtub with dimensions 170×75cm and an integrated drain. I'd prefer a rectangular shape."

The agent draws on Megabad's product feed and expert buying guides to respond with recommendations, clarifying questions, or scenario-based explanations, scaling the same expertise to complex, long-tail requests a fixed tree could never anticipate.

Where It's Headed

Why This Matters Beyond Megabad

Amazon Rufus: generated $10B in incremental revenue (Q3 earnings call); 250M+ users, MAUs up 140%, interactions up 210%, and users 60% more likely to purchase after interacting with it.


Zalando recently launched its own conversational shopping assistant, offering hyperpersonalized advice and tailored recommendations.


ChatGPT dominates AI-driven traffic globally with a 77.97% share.

“We need to introduce an agentic layer to map the entire discipline of the customer journey on digital storefronts, in order to enable exactly this kind of support, this orchestration for the end consumers. We don't want to replace shops. We just want to support the consumer during the customer experience.”

- Dana Nedamaldeen, Neocom's Co-Founder & CEO

Whatever wins at that scale becomes the baseline everyone else has to match. AI doesn't replace the salesperson, it scales what they know.

The eCommerce experience is becoming agentic.

Book a free, 30-minute demo with a real human expert

The eCommerce experience is becoming agentic.

Book a free, 30-minute demo with a real human expert

The eCommerce experience is becoming agentic.

Book a free, 30-minute demo with a real human expert