Comparison Guide

True Fit vs. Brarista

Brarista is a specialist solution built for lingerie and bra-fitting experiences. For intimate apparel brands focused on one primary category, that kind of specialization may be a strong fit.

But as retailers grow, fit becomes more complex.

Shoppers move across categories. Product lines expand. Brands enter new markets. Retailers need guidance that works for new, returning, logged-in, anonymous, and gift shoppers.

That is where True Fit is different.

True Fit is the fit intelligence platform built to help retailers scale fit confidence across shoppers, products, categories, and digital experiences, powered by real-world purchase, return, product, shopper, and cross-brand fit data. Because True Fit understands how shoppers fit across the broader retail ecosystem, it can help retailers deliver more relevant guidance even when a shopper is new to their brand.
See True Fit in Action
Brarista’s strongest case is lingerie depth.
Brarista is built for lingerie fit.
VS
True Fit’s strongest case is scalable fit intelligence.
True Fit is built for retail fit intelligence.
Comparison Guide

True Fit vs. Brarista

Brarista is a specialist solution built for lingerie and bra-fitting experiences. For intimate apparel brands focused on one primary category, that kind of specialization may be a strong fit.

But as retailers grow, fit becomes more complex.

Shoppers move across categories. Product lines expand. Brands enter new markets. Retailers need guidance that works for new, returning, logged-in, anonymous, and gift shoppers.

That is where True Fit is different.

True Fit is the fit intelligence platform built to help retailers scale fit confidence across shoppers, products, categories, and digital experiences, powered by real-world purchase, return, product, shopper, and cross-brand fit data. Because True Fit understands how shoppers fit across the broader retail ecosystem, it can help retailers deliver more relevant guidance even when a shopper is new to their brand.
Brarista’s strongest case is lingerie depth.
Brarista is built for lingerie fit.
VS
True Fit’s strongest case is scalable fit intelligence.
True Fit is built for retail fit intelligence.

The short answer

Brarista may be effective for lingerie-first brands and existing shoppers who complete a guided fitting flow. But for retailers trying to scale fit confidence to new customers, guests, and shoppers without prior history, cross-brand fit intelligence becomes the bigger advantage.
If you need...
Consider...
01
A specialist bra-fitting experience for a lingerie-focused brand
Brarista
02
Fit guidance across apparel, footwear, swim, intimates, and multi-category retail
TRUE FIT
03
A platform that can scale with a growing assortment
TRUE FIT
04
A solution that can help new shoppers translate what fits them elsewhere into confidence on your site
TRUE FIT
05
Shopper memory across sessions, brands, categories, and profile flows
TRUE FIT
06
Fit intelligence powered by real purchase, return, product, and shopper outcomes
TRUE FIT
07
Support across PDP, PLP, search, agentic shopping, and future AI commerce surfaces
TRUE FIT
True Fit’s strongest case is scalable fit intelligence.

The short answer

Brarista may be effective for lingerie-first brands and existing shoppers who complete a guided fitting flow. But for retailers trying to scale fit confidence to new customers, guests, and shoppers without prior history, cross-brand fit intelligence becomes the bigger advantage.
If you need...
Consider...
01
A specialist bra-fitting experience for a lingerie-focused brand
Brarista
02
Fit guidance across apparel, footwear, swim, intimates, and multi-category retail
TRUE FIT
03
A platform that can scale with a growing assortment
TRUE FIT
04
A solution that can help new shoppers translate what fits them elsewhere into confidence on your site
TRUE FIT
05
Shopper memory across sessions, brands, categories, and profile flows
TRUE FIT
06
Fit intelligence powered by real purchase, return, product, and shopper outcomes
TRUE FIT
07
Support across PDP, PLP, search, agentic shopping, and future AI commerce surfaces
TRUE FIT
Brarista’s strongest case is lingerie depth.
True Fit’s strongest case is scalable fit intelligence.
When fit becomes bigger than one category
A specialist solution can work well when the problem is narrow: help this shopper find a better bra size.

But for larger retailers, fit rarely stays that narrow.A shopper may start with a bra, then come back for swim, sleepwear, activewear, denim, dresses, shoes, or kids’ clothing. They may shop for themselves one day and for someone else the next. They may know their size in one brand, but not another. They may need guidance on fit, style, coverage, stretch, body shape, fabric behavior, or size conversion.As retail businesses grow, fit becomes a platform problem, not just a fitting-tool problem.

True Fit helps retailers scale fit confidence across:
Scale dimension
Why it matters
01 Categories
Shoppers need fit help across apparel, footwear, swim, intimates, and more
02 Brands
Size systems vary dramatically across brands and products
03 Shopper profiles
Fit guidance improves when it remembers the shopper over time
04 Household shopping
Customers often buy for children, partners, or other people
05 Markets
Retailers need consistent fit guidance across regions, size systems, and assortments
06 Digital surfaces
Fit guidance should not be limited to one quiz or chatbot
07 AI commerce
Retailers need fit intelligence that can power future agentic shopping experiences

True Fit gives retailers a fit intelligence layer that can grow with them and scale across the full customer journey.

Why retailers choose True Fit

Built on the broadest fit network

True Fit’s scale does not just mean more data. It means better translation.
Fit does not reset every time a shopper visits a new retailer. A shopper may be new to your site, but they are not new to fit.

Built on real outcomes, not just fit rules

Bra-fitting expertise matters. But at scale, retailers also need to understand what shoppers actually buy, keep, return, and repeat.

Built to scale beyond a single fitting experience

A chatbot can answer a question. A quiz can collect information. A size calculator can make a recommendation.

True Fit is designed to do more.
Because True Fit powers fit guidance across a large share of the apparel and footwear market, its intelligence is shaped by broad cross-brand, cross-category, and cross-shopper signals. That gives retailers a data advantage that a single-category fitting tool cannot easily replicate.

A shopper may have bought from other brands. They may know what fits them elsewhere. They may have fit preferences, purchase patterns, return behaviors, and size relationships that help predict what will work for them next.

Instead of treating each retailer as an isolated fit problem, True Fit helps retailers understand the shopper in the context of the broader market: what they wear, what tends to work for people like them, how brands compare, and how product fit translates across retailers. True Fit helps answer one of the hardest questions in retail:
Based on what this shopper already knows fits them, what is most likely to fit them here?”
That is the power of a fit network.

True Fit is built on real-world fit outcomes across shoppers, products, brands, categories, purchases, and returns. That means True Fit does not rely only on what shoppers say in a quiz. It learns from what actually works.

Fit is not just a measurement problem. It is the relationship between:
1

The Shopper

Body, preferences, history, confidence, and fit expectations.
2

The Product

Brand, size system, cut, fabric, stretch, measurements, and construction.
3

The Outcome

What shoppers buy, keep, return, exchange, and repurchase.
What shoppers buy, keep, return, exchange, and repurchase.
Brarista brings specialist fitting logic to intimate apparel.

True Fit brings outcome-trained fit intelligence across the broader retail ecosystem.

Instead of treating each retailer as an isolated fit problem, True Fit helps retailers understand the shopper in the context of the broader market: what they wear, what tends to work for people like them, how brands compare, and how product fit translates across retailers. True Fit helps answer one of the hardest questions in retail:

True Fit helps retailers deliver fit guidance across different levels of shopper engagement, from passive product guidance to personalized recommendations to conversational shopping experiences.
Shopper behavior
How True Fit can support them
01 Shopper wants an instant answer
Personalized size recommendation
02 Shopper has a specific fit question
Product-level or general fit guidance
03 Shopper does not want to take a quiz
Confident shoppers are more likely to complete purchases
04 Shopper is logged in
Persistent profile-based recommendation
05 Shopper is new
Guided profile creation or lightweight confidence-building
06 Shopper is buying for someone else
Household or sub-profile context
07 Repeat behavior
Support across PDP, PLP, search, agentic shopping, and future AI commerce surfaces

Built for multi-category retail

Brarista’s strength is its lingerie focus. But many retailers need fit guidance that works across a broader assortment.

True Fit supports fit confidence across categories where shoppers face different kinds of uncertainty:

But for larger retailers, fit rarely stays that narrow.

Scale dimension
Why it matters
01 Bras and intimates
What size should I buy? Will it support me? How will the cup, band, or coverage feel?
02 Swim
Should I size up or down? Will it fit my bust, waist, hips, or torso?
03 Apparel
How does this brand run? Will this fit my shape? Is the fabric forgiving?
04 Denim
Will it stretch? How will it fit my waist, hips, thighs, or inseam?
05 Footwear
Does this style run narrow, wide, long, or short?
06 Kids and family shopping
Am I shopping for myself or someone else? Which profile should be used?
The more categories a retailer sells, the more important it becomes to have one connected fit intelligence layer.

Built for measurable commerce outcomes

Fit technology should do more than create a better conversation. It should improve the business.
True Fit helps retailers connect fit guidance to the metrics that matter:

Business metric
Why it matters
01 Conversion
Shoppers are more likely to buy when they feel confident
02 Returns
Better fit guidance can reduce avoidable size-related returns
03 Engagement
Confident shoppers are more likely to complete purchases
04 Profile growth
Retailers can understand when and how shoppers seek guidance
05 Category performance
Retailers can see where fit guidance matters most
06 Repeat behavior
Fit confidence can increase trust over time

Basic plan

$96/year
Basic features for up to 10 users with everything you need.
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Business plan

$192/year
Advanced features and reporting, better workflows and automation.
Get started

Enterprise plan

$384/year
Personalised service and enterprise security for large teams.
Get started
User access
Basic features
Saved reports
10
20
Unlimited
Individual data
20GB
40GB
Unlimited
Support
Automated workflows
200+ integrations
Reporting and analytics
Analytics
Basic
Advanced
Advanced
Export reports
Scheduled reports
API access
Advanced reports
Saved reports
Customer properties
Custom fields
User access
SSO/SAML authentication
Advanced permissions
Audit log
Data history
Get started
Chat to sales
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Chat to sales
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Chat to sales

True Fit vs. Brarista: quick comparison

Scale dimension
Brarista
TRUE FIT
Primary focus
Lingerie and bra-fitting experiences
Apparel, footwear, swim, intimates, and multi-category retail
Best fit for
Retailers that need fit intelligence to scale
Lingerie-first brands with a specialist fit challenge
Core strength
Outcome-trained fit intelligence across shoppers, products, and categories
Category-specific bra-fitting guidance
Network effect
Broad fit network that improves size and fit translation across brands and categories
Category-specific fit expertise
New shopper intelligence
Outcome-trained fit intelligence across shoppers, products, and categories
Category-specific bra-fitting guidance
Returning shopper intelligence
Outcome-trained fit intelligence across shoppers, products, and categories
Category-specific bra-fitting guidance
Category coverage
Broad support across apparel, footwear, swim, intimates, and more
Strongest in bras, lingerie, swim, and related intimate-apparel use cases
Cross-brand intelligence
Cross-brand and cross-category fit intelligence
Category-specific sizing support
Shopper memory
Persistent shopper profiles, purchase history, fit history, and household/sub-profiles
Fitting-context based
Passive shopper support
Can support guidance for shoppers who do not complete a quiz or chat
Primarily interaction-led
Conversational guidance
Conversational Fit Agent powered by fit intelligence
Lingerie-focused chatbot
Multi-category scale
Built for retailers with growing assortments
More limited
Enterprise reporting
Commerce reporting tied to engagement, conversion, returns, and shopper outcomes
Fit and service-oriented reporting
Long-term platform potential
Fit intelligence layer for PDP, PLP, search, agentic shopping, and AI commerce
Specialist fitting solution
When Brarista may be the better choice
Brarista may be a strong option for lingerie-first brands that want a specialist, boutique-style fitting experience focused on bras and intimate apparel.

It may be especially useful for brands that want to recreate a human bra-fitting conversation online, with guidance around cup, band, breast shape, sister sizing, life-stage changes, and customer service.

For retailers whose fit challenge is focused primarily on one category, a category specialist can be a compelling solution.

That specialist approach may work especially well for existing clientele and shoppers who complete the fitting flow. But when retailers need to scale fit confidence to new customers, guests, or shoppers without prior history, category expertise alone does not replace cross-brand fit intelligence.
When True Fit is the better choice
True Fit is the better fit for retailers who need fit guidance to scale beyond one intimate-apparel use case.

Choose True Fit if you need:

For retailers whose fit challenge is focused primarily on one category, a category specialist can be a compelling solution.
  • fit guidance across multiple categories
  • shopper memory across sessions and purchases
  • support for new, returning, logged-in, anonymous, and household shoppers
  • cross-brand size and fit intelligence
  • real purchase and return outcome data
  • enterprise-grade reporting tied to conversion and returns
  • guidance that can live across PDPs, PLPs, search, shopping agents, and future AI commerce experiences
  • one platform that can grow with your assortment, markets, and digital strategy
Brarista helps solve a specialist fitting problem.
True Fit helps retailers build a scalable fit intelligence strategy.
The bottom line
Brarista is built for lingerie fit.
True Fit is built for retail fit intelligence.
For brands focused on one category, a specialist fitting tool may be enough. But as retailers grow, fit becomes more complex. Shoppers move across categories. Product assortments expand. Size systems vary. Purchase behavior changes. Retailers need a fit experience that remembers the shopper, understands the product, learns from outcomes, and scales across the business.

That is why leading retailers choose True Fit.

True Fit helps retailers turn fit uncertainty into confident purchases, across categories, shoppers, products, and channels.

True Fit vs. Brarista FAQ

What is the difference between True Fit and Brarista?
Is Brarista better than True Fit for lingerie brands?
Is True Fit a Brarista alternative?
When should a retailer choose True Fit over Brarista?
How does True Fit help new shoppers find the right size?
Does True Fit support bras and intimates?
Is True Fit only a size recommendation tool?
What is the bottom line on True Fit vs. Brarista?

Get a demo

True Fit helps retailers turn fit uncertainty into confident purchases, across categories, shoppers, products, and channels.

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