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Furniture.com’s CMO Daniel Bennett on building trust, AI-powered discovery, and the one-cart future of furniture ecommerce

Daniel Bennett of Furniture.com

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TL;DR — What you'll learn:

  • How Daniel Bennett, CMO & Head of Ecommerce at Furniture.com, built AI technologies completely in-house to power search, personalization, and data integrity
  • Why standardizing 2M+ product data feeds across 70 retailers was the foundation for scaling trust and delivering accurate, semantic product discovery
  • How Furniture.com pivoted from a cost-per-click (CPC) model to a full ecommerce cost-per-acquisition (CPA) platform with unified one-cart checkout
  • How Bennett’s team bridges online convenience with offline confidence—helping shoppers see, sit on, or experience products through trusted retail partners
  • Why “trust before traffic” is Furniture.com’s mantra, and how transparent pricing, delivery clarity, and post-purchase feedback loops drive retention
  • Daniel’s executive insight: true ecommerce differentiation comes from data consistency, customer confidence, and brand integrity—not just AI adoption

Guest: Daniel Bennett, CMO & Head of Ecommerce at Furniture.com
Host: Kailin Noivo, Co-Founder at Noibu

🎧 Listen to the full conversation on Apple, Spotify, or YouTube


A new chapter for Furniture.com

When Daniel Bennett and his co-founders took on the challenge of relaunching Furniture.com, they didn’t just want to build another online retailer—they wanted to redefine what “furniture shopping” means in a digital world.

On The Ecommerce Toolbox: Expert Perspectives, Daniel sat down with Noibu Co-founder Kailin Noivo to unpack how his team built every AI capability in-house, turned messy retail data into structured intelligence, and created a marketplace that lets customers buy from multiple furniture retailers in a single checkout.

1. Why Furniture.com exists: Simplifying a complex purchase

Furniture is a $200B+ industry, yet its online experience remains fragmented.

Shoppers browse multiple sites, save links to spreadsheets or Pinterest boards, and rarely have a single source of truth for discovery, comparison, and checkout.

“We describe ourselves as a technology business in the service of furniture. We’re here to find and generate high-value customers for our partners—we don’t hold inventory; we create confidence.”
— Daniel Bennett, CMO & Head of Ecommerce at Furniture.com

Furniture.com’s solution?

A unified, multi-retailer platform that standardizes data, enables semantic search, and offers a single-cart checkout—bridging discovery, personalization, and fulfillment across 70+ partner retailers.

2. Building AI from the ground up

Rather than licensing third-party AI tools, Bennett’s team took the long road: they built everything in-house.

“We actually haven’t bought any AI technologies—we built them all ourselves. The first thing we had to do was standardize the data we consume from our partners. None of the feeds are the same.”
— Daniel Bennett, CMO & Head of Ecommerce at Furniture.com

Over the first twelve months, Furniture.com created AI models to:

  • Normalize 2M+ SKUs across retailers.
  • Unify product attributes (colors, materials, categories).
  • Enable natural language search that interprets human intent (“blue velvet tufted sofa”).
  • Feed trust signals into every step of the buyer journey.

This foundation allows the platform to return hyper-relevant results and maintain consistency across product experiences, no matter which retailer the item originates from.

3. Trust as the currency of conversion

Buying furniture online is a high-consideration decision. Delivery risk, mismatched colors, or poor fit erode confidence quickly. Bennett calls trust the “make-or-break” factor.

Furniture.com’s trust stack includes:

  • Data precision → Consistent naming, accurate dimensions, true-to-color photography.
  • Transparency → Real-time pricing and promotion updates.
  • Physical verification → Store locator options for shoppers who want to “sit before they click.”
  • Post-purchase feedback loops → A team calling customers directly to gather experience insights.

Every design decision ladders back to confidence: if a shopper can trust the product, the data, and the delivery promise—they’ll convert.

4. From CPC to CPA: The big pivot

Furniture.com originally planned to monetize via cost-per-click traffic. But as organic search evolved and ad economics shifted, the model no longer made sense.

“We realized we had to go beyond sending high-intent traffic. Shoppers wanted to discover and check out in one place.”
— Daniel Bennett, CMO & Head of Ecommerce at Furniture.com

The team pivoted to a CPA (cost-per-acquisition) model—offering direct ecommerce transactions instead of traffic referral.The result: higher control over experience, clearer attribution, and more aligned incentives with partner retailers.

5. Financing, fulfillment, and the unified cart

Furniture purchases are expensive—and increasingly financed. Furniture.com’s technology stack aggregates multiple retailers into one seamless transaction, even if items come from different brands.

Their system handles checkout orchestration while deferring fulfillment, delivery, and financing to each retailer.

This ensures customers interact directly with trusted brands, maintaining transparency while benefiting from a single-cart flow.

Looking ahead: Becoming the “kayak of furniture”

Daniel’s vision goes beyond transactions. He wants Furniture.com to become the center of gravity for furniture discovery, just as Kayak, Airbnb, and Spotify have become synonymous with their categories.

“When you’re looking for your next sofa or mattress, the first place you go should be Furniture.com.”
— Daniel Bennett, CMO & Head of Ecommerce at Furniture.com

As they prepare for their 2.0 launch, expect advanced semantic search, AR room visualization, and deeper personalization—all built atop the standardized data core.

The executive takeaway

For ecommerce leaders, Furniture.com’s story is a masterclass in data discipline and brand trust.

AI isn’t a silver bullet; it’s only as good as the data foundation beneath it. Bennett’s in-house approach shows how aligning data structure, customer psychology, and partner collaboration creates durable competitive advantage.

“Build trust before you build traffic. When customers feel confident clicking ‘buy now,’ you win twice—once in conversion, and again in lifetime value.”
— Daniel Bennett, CMO & Head of Ecommerce at Furniture.com

Key insights for ecommerce executives

  • Data integrity fuels AI success — standardization must come before automation.
  • Trust > Traffic — sustainable growth depends on consumer confidence, not paid clicks.
  • Own the experience — even in a multi-partner model, UX and CX consistency define brand equity.
  • Pivot fast when the market shifts — evolving from CPC to CPA let Furniture.com own its destiny.
  • Invest in long-term memory — lifetime value compounds when shoppers return to a platform they trust.

Listen to the full episode now

Frequently Asked Questions

How did Daniel Bennett and his team relaunch Furniture.com?
The business was rebuilt from scratch by three founders who saw value in the legacy domain. They spent a year developing the tech stack before launching in 2023, positioning Furniture.com as a modern marketplace where shoppers can buy from multiple furniture retailers in one place.
What makes Furniture.com different from other online furniture retailers?
Unlike single-brand stores, Furniture.com aggregates 70+ trusted retailers and standardizes millions of product data points so shoppers can discover, compare, and check out across brands through a unified cart and consistent experience.
Why did Furniture.com build its AI technologies in-house?
Daniel’s team wanted complete control over data quality and user experience. They developed proprietary AI models to clean, tag, and standardize over two million SKUs—creating accurate, human-like semantic search and trustworthy product discovery.
How does Furniture.com build trust with online shoppers?
By focusing on transparency and confidence: verified data, real-time pricing, delivery clarity, and post-purchase feedback loops. They also encourage customers to visit partner showrooms to experience products before buying, building deeper trust in both the platform and the retailer.
Why did Furniture.com pivot from CPC to CPA?
Initially focused on generating high-intent traffic, the team realized shoppers wanted a single checkout experience. Shifting from CPC (cost-per-click) to CPA (cost-per-acquisition) aligned incentives with retailers and created a direct ecommerce model built for lifetime value.
How does Furniture.com handle delivery and fulfillment?
While the checkout experience is centralized, fulfillment, returns, and financing remain with each retailer. This keeps the shopping experience seamless for customers but ensures they receive the same service and guarantees as if they had purchased directly from the brand.
What role does AI play in improving the shopping experience?
AI powers semantic search, personalization, and data accuracy—helping shoppers quickly find the right products, see availability, compare prices, and even visualize items in their own rooms. It also feeds real-time insights back into Furniture.com’s optimization loop.
What’s Daniel Bennett’s bottom line for ecommerce leaders?
Build trust before you build traffic. In Daniel’s words, ecommerce growth depends on confidence—customers should feel certain that what they see, buy, and receive aligns perfectly. Data consistency and trust are the true differentiators in the age of AI.
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