AI is only as smart as the data behind it

Across every industry, AI is changing the rules. Its power seems limitless. But AI is only as smart as the data behind it.

Today, AI knows what consumers search for, click on, and buy. What it can't see is what happens after a product is actually used. Who wore it? Did it fit? Did they love it? Why or why not?

That's where the data disappears, and it's where some of the most valuable business insights are hiding. Companies using yesterday's sales to predict tomorrow's demand don't know the reason why yesterday's bestsellers become tomorrow's markdown.

Taelor is building the AI decision intelligence layer for physical commerce. We turn real-world product usage and customer behavior into predictive intelligence that helps businesses make smarter product, demand, and inventory decisions.

The problem: a trillion-dollar guessing game

This problem exists across industries. We can solve this. And we're starting with apparel: a 1.8 trillion dollar global market where up to 40% of inventory goes unsold.

Fashion companies plan production months in advance with very little visibility into how products actually perform in people's lives. The result is massive waste and lost margin.

1. Up to 40% of inventory goes unsold in the $1.8T global apparel market.
2. Forecasts based on what was sold are only about 60% accurate.
3. Excess stock is liquidated to off-price channels at 0–25% margin, or ends up in landfills. A truckload of garments get dumped or incinerated every second!

Our insight: the missing link is post-use data

Traditional commerce platforms capture clicks, searches, purchases and returns. Taelor captures what happens next:

1. Real-world usage: what people actually wear, and for which occasions
2. Fit and satisfaction: how a product feels and why
3. Keep / return / buy decisions, unbiased by purchase price
4. Product performance: durability and quality across wear cycles

Taelor: The AI Intelligence Layer for Physical Commerce

We generate this data through our own consumer platform with AI stylists and menswear rental, which generates post wear data for fashion brands. We started in apparel, a high-frequency, high-variability category, where the data gap is largest.

We turn real-world consumer experiences into predictive intelligence.

How it works: a proprietary data engine

Through our AI styling and menswear rental platform, busy men across the U.S. get professionally styled outfits for $99 a month. No shopping. No laundry. They wear the clothes, return or buy what they love, and share feedback.

Nuuly, URBN's clothing rental platform, generated $568M in annual revenue, growing 50% year over year, demonstrating the massive potential of subscription-based fashion.

Every styling, every rental and every piece of wear feedback grows our proprietary dataset. The consumer platform is profitable on a unit basis, but its strategic role is to be our data-generation engine.

We're not just building a rental business. We're building the AI intelligence layer for physical commerce.

The Product: AI Agents for Brands and Retailers, Powered by Proprietary Post-Wear Data

We turn that intelligence into B2B AI agents that work like an in-house AI data scientist and strategist for consumer product companies:

1. Demand forecasting: predict what will sell before production
2. Product development: real-world fit, durability and quality feedback
3. Inventory optimization: reposition and monetize excess stock
4. Customer and competitive intelligence beyond purchase data

Early results (estimated impact):

1. FYNE (Taiwanese apparel brand and Nike supplier): tested a new fabric with Taelor before mass production. Customers found it wasn't stretchy enough, so the full-season rollout was cancelled, preventing inventory losses, est. +20% sell-through.
2. Mason Cruz (U.S. wholesale menswear): Taelor identified top-performing styles and materials; the brand expanded its next collection accordingly, an estimated +65% sell-through.
3. R2 Amsterdam (premium Dutch brand): repositioned excess inventory through Taelor and gained U.S. media exposure, an estimated +56% margin versus off-price channels.

Traction: The flywheel is already turning

It’s the smarter way and we’re seeing growing enthusiasm. Multi-million-dollar ARR since launch about three years ago. Over 90% retention. A 50% resale margin. 100+ brands.

We’re delighted with the response, working with 100+ incredible menswear brands. We're also proud to be style partners with iconic brands that shape how people dress, connect and celebrate—from the legendary New York Yankees and relationship-focused Coffee Meets Bagel to beloved family brand Carter’s and fashion rental trailblazer Rent the Runway.

Watch the video posted by Yankees by clicking below.

We’re excited to bring that same energy to the rapidly expanding GLP-1 community, with U.S. treatment use projected to reach approximately 25 million people by 2030—2.5 times the estimated 10 million in 2025, according to J.P. Morgan Research.

Scalable, Diversified Business Model and Big Markets

Taelor generates multiple complementary revenue streams through recurring consumer subscriptions, clothing purchases, resale, and high-margin B2B AI and data intelligence solutions—maximizing customer lifetime value and creating multiple engines for growth.

1. Consumers: rent before owning. $99/month subscription for AI styling plus rental, with resale when customers buy what they love.
2. Brands and retailers: insights before production. AI agent and data subscriptions for consumer product companies.

The consumer business funds and feeds the data engine. The B2B intelligence layer is designed to scale as software, without a proportional increase in physical operations.

Team

Anya Cheng, Founder & CEO/CMO: helped build and launch Facebook & Instagram Shopping at Meta, led new business expansion at eBay and mobile commerce at Target, and launched global food delivery at McDonald's. Two-time TEDx speaker, 30+ award winner including Webby Award (Best Shopping App), Girls in Tech "40 Under 40", and adjunct faculty at Northwestern University. MBA, Chicago Booth.

Phoebe Tan, Founder & COO/CFO: 15+ years in operations, supply chain and finance, serving Amazon Go, Starbucks, Singapore Airlines and Emirates. Certified Internal Auditor; MBA, Chicago Booth.

Dr. Zoher Karu, Head of AI: former Chief Data Officer at eBay, where he built a 200+ person data, analytics and machine learning team reporting to the CEO. Previously Managing Director and Head of Data & Analytics (APAC/EMEA) at Citi and Chief Data & Analytics Officer at Blue Shield of California. Top 100 DataIQ leader; Ph.D. in EECS from MIT, B.S. from Carnegie Mellon, McKinsey alum.

Backed by top investors

Taelor is backed by an exceptional group of world-class investors with a track record of building and backing some of the world's most iconic technology companies.

Goodwater Capital is the world's largest venture capital firm dedicated exclusively to consumer and prosumer technology, with $5 billion in assets under management. Its team's investment and operating track record includes global technology giants such as Facebook (Meta), Spotify, TikTok (Musical.ly), Twitter (X), and Coupang, alongside category-defining fintech and commerce leaders including Monzo, Toss, and Zepto.

Bling Capital, a prestigious early-stage venture capital firm recognized on the Forbes Midas List for three consecutive years (2022–2024), has a team with a track record of backing 25 unicorns from their earliest stages. Its founding partners have invested in groundbreaking companies including Palantir, Instacart, Lyft, Square (Block), Rippling, GitLab, Webflow, Airtable, and Gusto. Bling also provides access to a network of more than 100 leading technology product executives and founders.

Taiwan's National Development Fund (NDF). Its predecessor investment program was an early investor in Taiwan Semiconductor Manufacturing Company (TSMC), now valued at approximately $2.2 trillion, making it one of the world's most valuable technology companies and a cornerstone of the global AI ecosystem. The NDF's backing reflects its commitment to identifying and supporting the next generation of globally transformative technology companies.

Our investors also include Steve Chen, co-founder of YouTube, one of the entrepreneurs who helped revolutionize how the world consumes and shares digital content.

Beyond our investors, Taelor has earned 30+ AI, innovation, and sustainability awards and recognitions, including Best Startup in Inc.'s Best in Business 2025, Business Journal's Most Innovative Startup to Watch in Silicon Valley, recognition as a Top 10 AI Startup in the Stanford Startup Competition, and a nomination for the Stop Waste Award, recognizing its commitment to reducing fashion waste and advancing a more sustainable, circular economy through AI-powered innovation.

Taelor is also an alumnus of four prestigious startup accelerator programs: Plug and Play, 500 Global, Berkeley SkyDeck, and Draper.

Our vision

We're starting with apparel, but the problem exists across every category of physical goods. Our roadmap takes us from consumer AI experience to predictive product intelligence: real-time wear data, sample testing before production, and ultimately AI digital twins and synthetic customer panels that predict product success before anything is made.

We are raising to turn our proprietary data into a scalable revenue engine.

We plan to use the funds raised over approximately 24 months to grow Taelor’s AI-powered fashion intelligence platform for brands and retailers, with a target of reaching $10 million in annual recurring revenue (ARR) within 18 months.

Approximately 37% will support sales and business development, 15% marketing, 37% AI and technology development, and 11% working capital and contingency needs. This investment will help turn our proprietary customer and garment data into tools that help brands forecast demand, improve product decisions, and optimize inventory.

The AI era doesn't need more stuff. It needs intelligence, and intelligence is built on proprietary, real-world data.

Join us as a Taelor investor, and let's build a smarter, more sustainable future together.