Curated's AI Co-Pilot and Human Experts Are Chasing a Near-Zero Return Rate

The most expensive mistake in online shopping isn't the wrong color. It's the wrong ski, the wrong tent, the wrong set of golf clubs. You can send it back, of course, but that's a logistical headache and a carbon footprint for the retailer. Or you can let it gather dust in the garage, a monument to bad information. Eduardo Vivas and his co-founders, all veterans of LinkedIn's product and engineering ranks, looked at that problem and saw a market inefficiency measured in returned cardboard boxes [TechCrunch, November 2021]. Their solution, Curated, was simple: put an expert in the loop.

Curated is a marketplace that feels more like texting a knowledgeable friend. A shopper answers questions about their needs, and the platform matches them with a vetted expert in categories like skiing, golf, or camping. The conversation happens over text, phone, or video. When a recommendation is made, the purchase happens directly through Curated [TechCrunch, November 2021]. The model turns the traditional e-commerce funnel inside out. Discovery doesn't start with a search bar; it starts with a conversation.

The LinkedIn mafia's hobbyist bet

The founding team reads like a LinkedIn alumni reunion. CEO Eduardo Vivas, along with Peter Ombres, Alex Vauthey, and Annabel Liu, all worked together at the professional network before launching Curated in 2017 [TechCrunch, November 2021]. Vivas was a product leader there, having previously sold his startup Bright.com to LinkedIn [Business Insider, February 2014]. This shared history gave them a deep understanding of building trusted, scaled networks, a skill they reapplied to a very different graph: one connecting enthusiasts with experts.

Their pedigree attracted investors who bet on that founder-market fit. Forerunner Ventures led a $22 million Series A in 2019, with founder Kirsten Green joining the board [TechCrunch, October 2019]. Greylock and CapitalG followed with later rounds, bringing total disclosed funding to $141.5 million by the end of 2021 [TechCrunch, November 2021]. The capstone was a $330 million acquisition by social commerce platform Flip in July 2024, allowing Curated to operate as a subsidiary [CB Insights, July 2024] [Today Business Point].

Co-Founder	Role	Key Background
Eduardo Vivas	CEO	LinkedIn product leader, prior exits to LinkedIn [Business Insider, 2014].
Alex Vauthey	CTO/CSO	LinkedIn engineering [Wellfound].
Peter Ombres	Co-Founder	LinkedIn [LinkedIn, Jan Bednář].
Annabel Liu	Co-Founder	LinkedIn engineering [LinkedIn, Eric Bergdoll].

Traction in a niche that hates returns

By late 2021, Curated reported it had served over one million users and had more than 1,000 experts on its platform [TechCrunch, November 2021]. The company claimed a staggering 300% year-over-year growth at that time, though specific revenue figures were not disclosed. The most compelling metric, however, was about waste. Curated said its return rate was "near 0%," compared to an online retail average of 10-30% for similar high-consideration categories [TechCrunch, November 2021].

This low return rate is the core economic engine. It's what makes the model work for brands and retailers, who become commercial partners on the platform. Names like Callaway Golf, The North Face, Rossignol, and Burton were listed as early partners [TechCrunch, November 2021]. For them, Curated isn't just another sales channel; it's a quality-control layer that ensures the right product gets to the right person the first time.

Seed (2019) | 5.5 | M USD
Series A (Oct 2019) | 22 | M USD
Series B (Apr 2021) | 39 | M USD
Series C (Nov 2021) | 75 | M USD
Acquisition (Jul 2024) | 330 | M USD

The AI co-pilot and the expansion play

A human-expert marketplace scaling past a million users invites an obvious question about unit economics. Curated's answer involves wrapping software around the human layer. The company is building an AI co-pilot trained on millions of consumer-expert interactions to handle initial guidance before a handoff to a human [Growthcurve] [LinkedIn, Hongkai Zhang]. It has also launched an 'Expert Journal' with gear and travel guides, building a content moat [LinkedIn, Eric Bergdoll].

The long-term bet is on category expansion. The initial wedge was sports and outdoor gear,skiing, camping, fishing. But the thesis applies anywhere a purchase is complex, expensive, and emotionally loaded. Think high-end audio, specialty kitchen appliances, or professional-grade tools. A Greylock interview with Vivas indicated the plan was always to move beyond the initial categories [Greylock, October 2026].

Where the model meets its limits

The model's strengths are also its constraints. Scaling a trusted expert network is harder than scaling software. Each new category requires sourcing and vetting a new cohort of specialists. The quality of the experience is inextricably linked to the quality of the expert, which introduces a human variability that pure software marketplaces don't face.

• Expert supply. For every new category, Curated must recruit, train, and manage a reliable pool of experts. This is an operational grind that doesn't get easier with code alone.
• Transaction velocity. A text-based consultation is slower than clicking "buy now." The model self-selects for high-value purchases where the time investment is justified, potentially capping the total volume of transactions.
• Post-acquisition identity. Operating within Flip provides resources but also raises questions about strategic autonomy and potential platform conflicts.

The counterargument from Curated's team would likely point to the data. A near-zero return rate is a powerful offset to slower transaction times, and the AI tools are designed specifically to make each expert more efficient, not to replace them.

Scaling the Curated model is an exercise in energy efficiency. Consider the carbon cost of a returned item: manufacturing emissions, two rounds of shipping, and often, landfill if the product can't be resold as new. If Curated's near-zero return claim holds, the carbon avoided per transaction is tangible. A back-of-the-envelope calculation: preventing the return of one $500 ski jacket, with an estimated 10 kg CO2 footprint for a round-trip shipment, adds up fast across a million users. The climate impact of e-commerce isn't just in greener warehouses; it's in getting the purchase right the first time. For Curated to win its category, it doesn't need to beat every generic online retailer. It needs to consistently outperform the incumbent it was built to replace: the lonely, confusing, and wasteful product page.

Sources

1. [TechCrunch, November 2021] Curated wants to be the expert in your pocket when making that next big purchase | https://techcrunch.com/2021/11/08/curated-wants-to-be-the-expert-in-your-pocket-when-making-that-next-big-purchase/
2. [TechCrunch, October 2019] Forerunner Ventures' newest bet is Curated, a marketplace that matches pros with people buying high-ticket items | https://techcrunch.com/2019/10/30/forerunner-ventures-newest-bet-is-curated-a-marketplace-that-matches-pros-with-people-buying-high-ticket-items/
3. [Greylock, October 2026] Guided by Experts | https://greylock.com/blog/guided-by-experts/
4. [Business Insider, February 2014] Eduardo Vivas profile | https://www.businessinsider.com/eduardo-vivas-profile-2014-2
5. [CB Insights, July 2024] Curated acquisition by Flip | https://www.cbinsights.com/company/curated
6. [Today Business Point] Curated operates as Flip subsidiary | https://www.todaybusinesspoint.com
7. [Growthcurve] AI trained on two million interactions | https://www.growthcurve.com
8. [LinkedIn, Hongkai Zhang] AI co-pilot for experts | https://www.linkedin.com/in/hongkai-zhang
9. [LinkedIn, Eric Bergdoll] Expert Journal launch | https://www.linkedin.com/in/eric-bergdoll
10. [Wellfound] Alex Vauthey profile | https://wellfound.com
11. [LinkedIn, Jan Bednář] Peter Ombres profile reference | https://www.linkedin.com/in/jan-bednář