/Companies

Bold Metrics

Techstars '14

San Francisco, US · Founded 2017 · Delaware corporation · 23 employees on LinkedIn · 7 known investors

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Bold Metrics provides AI and machine learning technology to apparel brands and retailers to optimize product fit, reduce returns, and improve supply chain efficiency. The company uses body data and digital twin technology to help brands personalize customer experiences and meet sustainability goals.

Also known as Bold Metrics, Inc.

Founders & leadership

Bold Metrics was founded in 2017 by Daina Burnes and Morgan Linton.

DBDaina Burnes
Daina BurnesCo-founder & CEODaina Burnes is founder and CEO of Bold Metrics, an enterprise SaaS platform using AI and machine learning to optimize product fit and sustainability for apparel brands. She holds a background in engineering and data science, has published research in peer-reviewed journals, holds patents in optics and computer vision, and previously led research initiatives in biophysics and optical imaging at MIT and UCLA.
MLMorgan Linton
Morgan LintonCo-founder & CTOMorgan Linton is cofounder and CTO of Bold Metrics, which uses body data and digital twin technology to help apparel brands and retailers optimize product fit and reduce returns.

Board

KBKent Bennett
Kent BennettBoard directorGeneral Partner at Bessemer Venture Partners
BP
Braden PollackBoard director

Investors · 7

Reported raises · per SEC filings

Form D private placements

$8M disclosed across 1 round · 2022

▶$8MraisedJun 2022 · 10 investors · Other Technology
Rule 506(b)
Officers, directors & promoters on the filing
  • Kent BennettDirector
  • Braden PollackDirector
  • Daina BurnesExecutive Officer, Director
  • Morgan LintonDirector
Offering amount
$8M
Amount sold
$8M
First sale
Feb 2022
Incorporated
Corporation, Delaware
Federal exemptions
06b
Full filing on SEC EDGAR ↗

Source: SEC EDGAR Form D. Amounts as filed; amended filings shown once at their latest values.

Company profile

researched Sep 2026

Bold Metrics is a San Francisco-based software-as-a-service company that operates an AI body data platform for apparel brands and retailers. Its technology asks shoppers four to six simple questions and uses proprietary machine learning models to estimate more than 50 individual body measurements, creating a "digital twin" of each shopper without requiring a photo scan, body scanner or measuring tape. The digital twin is combined with a brand's product specifications, design guidelines and the shopper's stated fit and style preferences to generate size recommendations on a style-by-style basis.

The product line consists of Smart Size Chart, a fit-preference-aware size chart; Virtual Sizer, an API-based size recommendation solution; Virtual Tailor, aimed at custom clothiers and tailors needing customer body measurements; Apparel Insights, an analytics product that surfaces body data, purchase and returns insights for design, merchandising, eCommerce and supply chain decisions; and the Agentic Sizing Protocol, which exposes sizing recommendations to AI shopping agents. Stated capability areas include agentic commerce, body data, design, eCommerce and returns, and the company also describes applicability beyond apparel to health and wellness, digital health and insurance.

The company positions its platform around three outcomes for brands — increasing conversion through fit confidence, raising average order value via personalization, and reducing fit-related returns and size bracketing — and markets sustainability benefits from lower return volumes and reduced wasteful production.

Founding story

Co-founder and CEO Daina Burnes was inspired by her family's Master Tailoring craft and the idea that traditional tailoring methods could be adapted for eCommerce, leading the team to build algorithms that estimate body measurements from a small number of data inputs.

Business model

SaaS licensing of fit and sizing software to apparel brands and retailers, delivered through website widgets and APIs with onboarding and integration support; an additional Virtual Tailor offering targets custom clothiers and tailors, and a referral program and partner program are listed on the site.

Subscription/SaaS solutions sold to retailers and brands.

Traction

Reported platform scale of over 250 million digital twins, 12 billion body data points and 750 million fit simulations. Published results from customer engagements cite an average 4x increase in conversion rate, a 22% average increase in order value and a 17% average reduction in fit-related returns, with an 18% average reduction in fit-related returns for shoppers who engage its solutions and follow the recommended size.

Latest developments

The company has launched an Agentic Sizing Protocol enabling AI shopping agents to return size recommendations, and announced a 'Find Your Fit' schoolwear implementation with French Toast and a performance menswear fit collaboration with Mizzen+Main.

▸Full profile — market position, technology, go-to-market, geography, history

Market position

Describes itself as an industry-leading AI digital twin technology provider for apparel brands and retailers, with named customers including Canada Goose, Helly Hansen, Fire-Dex, Mizzen + Main, Pact and French Toast.

The company emphasizes that its approach requires no scanning, photos or measuring tape, claims tailor-level measurement accuracy, and states it was the first to offer size recommendations based on personal fit preference rather than a single recommended size; it also contrasts its digital twin models with standard size charts, camera-based technologies and other question-based fit recommenders.

Technology

Machine learning and AI models trained on one of the largest data sets of human body scans, validated against thousands of high-fidelity body scans, that infer 50+ body measurements and body shape from four to six user inputs. Outputs feed a per-shopper digital twin that is matched against brand garment specifications to produce style-level size recommendations, and aggregated into a brand digital twin library for analytics. The company reports 250+ million digital twins, 12+ billion body data points and 750+ million fit simulations.

Go-to-market

Direct enterprise sales to brands and retailers supported by customer and category success stories, a partner program, referral program, blog, podcast and resource center, and presence at industry events such as Shoptalk Fall.

Apparel brands and retailers selling online, spanning athleisure, dresses, formalwear, kidswear, workwear and uniforms, plus custom clothiers and tailors; the company also cites potential use in health and wellness, digital health and insurance.

Geography

Headquartered in San Francisco, California, serving brands described as worldwide.

History

The founding team began building machine learning and mathematical algorithms in 2012 to determine customer body measurements from a few simple inputs, enabling custom clothing fitting without a measuring tape. The company subsequently relaunched as a SaaS business making the core measurement technology available to apparel brands, and states it has operated in the fit technology market since 2017.

Compiled by commissioned research from 8 cited public sources — announcements, filings, and press listed under research sources below.

Key figures

latest reported
Average increase in average order valueJan 202622%
Average increase in conversion rateJan 20264x
Average reduction in fit-related returnsJan 202617%
Body data pointsJan 202612,000,000,000 data points
Body measurements determined per shopperJan 202650+
Digital twins createdJan 2026250,000,000 digital twins
Fit simulationsJan 2026750,000,000 simulations

Company-reported or press-reported figures, each dated to when it was claimed — not independently audited.

Related companies · 4

Companies working in the same space as Bold Metrics.

Timeline · 3

launches, deals, and filings
Jan 2026
Mizzen+Main fit collaboration

Bold Metrics and Mizzen+Main worked together on fit and sizing for performance menswear; Mizzen + Main's VP of eCommerce cites reduced return rates and lifts in AOV and conversion rate.

source ↗

Jan 2026
Agentic Sizing Protocol

Bold Metrics added an Agentic Sizing Protocol to its platform, enabling AI shopping agents to obtain size recommendations from its fit models.

source ↗

Jan 2026
French Toast and Bold Metrics launch 'Find Your Fit' for schoolwear

Bold Metrics and schoolwear brand French Toast launched a 'Find Your Fit' sizing experience.

source ↗

Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.

Legal entities · 1

corporate structure
Bold MetricsDelaware

In the news

▸Research sources · 8

primary sources listed

8 public sources were cited for this profile; the first-party ones are listed here.

Frequently asked questions

What does Bold Metrics do?
Bold Metrics is a San Francisco SaaS company whose AI body-data platform predicts shopper measurements to improve apparel fit and sizing.
Who founded Bold Metrics?
Bold Metrics was founded by Daina Burnes, Morgan Linton in 2017.
Who are Bold Metrics's investors?
Bold Metrics's investors include Bessemer Venture Partners, Corsa Ventures, Elementum Ventures, Geekdom, Lytical Ventures, Techstars, Valuestream Ventures.
How much funding has Bold Metrics raised?
Bold Metrics has disclosed $8M raised across 1 round.
Where is Bold Metrics headquartered?
Bold Metrics is headquartered in San Francisco, US.