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...
      A specialist bra-fitting experience for a lingerie-focused brand
      Fit guidance across apparel, footwear, swim, intimates, and multi-category retail
      A platform that can scale with a growing assortment
      A solution that can help new shoppers translate what fits them elsewhere into confidence on your site
      Shopper memory across sessions, brands, categories, and profilesflows
      Fit intelligence powered by real purchase, return, product, and shopper outcomes
      Support across PDP, PLP, search, agentic shopping, and future AI commerce surfaces

      Basic plan

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

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

      Basic plan

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

      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
      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.

      Basic plan

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

      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
      Shopper behavior
      How True Fit can support them
      Shopper wants an instant answer
      Personalized size recommendation
      Shopper has a specific fit question
      Product-level or general fit guidance
      Shopper does not want to take a quiz
      Confident shoppers are more likely to complete purchases
      Shopper is logged in
      Persistent profile-based recommendation
      Shopper is new
      Guided profile creation or lightweight confidence-building
      Shopper is buying for someone else
      Household or sub-profile context
      Repeat behaviorSupport across PDP, PLP, search, agentic shopping, and future AI commerce surfaces
      Household or sub-profile context

      Basic plan

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

      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

      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
      Bras and intimates
      What size should I buy? Will it support me? How will the cup, band, or coverage feel?
      Swim
      Should I size up or down? Will it fit my bust, waist, hips, or torso?
      Apparel
      How does this brand run? Will this fit my shape? Is the fabric forgiving?
      Denim
      Will it stretch? How will it fit my waist, hips, thighs, or inseam?
      Footwear
      Does this style run narrow, wide, long, or short?
      Kids and family shopping
      Am I shopping for myself or someone else? Which profile should be used?

      Basic plan

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

      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
      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:

      Basic plan

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

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

      Basic plan

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

      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

      True Fit vs. Brarista: quick comparison

      Scale dimension
      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

      Basic plan

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

      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
      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.

      Get a Demo