Fitality
Explore
Fitality

01A new perspective on fit

See the look.Understand the fit.

Fitality is being built to bring personal body profiles, garment understanding and virtual try-on together. Explore the idea through our interactive sample studio.

Explore the demoJoin the waitlist

In development. The full personalized experience is not yet available.

Sample A in the noir blazer set, standing in a warm studio. Concept visualization.

Concept visualization · sample model

Choose a look

Noir blazer set · Sample A · front and three-quarter turn · concept film

A look is only part of the picture.

A clothing image can suggest a style. Understanding fit also means considering proportions, garment measurements and how fabric behaves. That is the direction we are exploring with Fitality.

  1. 01

    Your proportions

    A personal body profile is the starting point of the experience we are building.

  2. 02

    The garment

    Cut, shape and garment information provide a different part of the picture.

  3. 03

    The relationship

    The goal is to connect appearance with more useful, transparent fit insight.

Close-up of a woven sample fabric texture.
Woven twill · sample textile

03Sample studio

Step inside the fitting studio.

Choose a sample model, explore their own five-look wardrobe and switch views. These are curated visual examples, not live personalized AI results.

Sample media is being produced.

Interactive sample · not a live personalized result

Choose a look
View
Open the full studio

The full studio adds Samples B and C, fabric close-ups, aligned comparison with a reference outfit and the Fit Lab.

What am I seeing?

This studio uses pre-produced sample imagery to demonstrate the intended experience. It does not upload your photos, run a personal body scan or generate a live fit prediction. Fitality is currently in development.

04What we are building

From a few inputs to a more personal perspective.

  1. Step 01

    Start with your proportions

    We are working toward a personal body profile informed by front and side photos and optional measurements. Validating those estimates is our first milestone.

    Sample A in the neutral reference outfit, front view. Curated sample image.
    Front
    Sample A in the neutral reference outfit, side view. Curated sample image.
    Side

  2. Step 02

    Understand the garment

    The planned pipeline combines garment images and available product information to understand the cut, shape and relevant details.

    Sample denim mini outfit laid flat: white tank top, denim mini skirt and suede ankle boots. Sample garments, not for sale.
    • Woven twill
    • Relaxed cut
    • Dropped shoulder
    • Hip length
    • Button front

  3. Step 03

    Bring the two together

    Our goal is a virtual try-on experience that considers appearance and fit while making uncertainty clear.

    Open in Studio
    Sample A wearing the denim mini, front view. Curated sample image, not a personalized result.
    Sample A · Denim mini

05Fit Lab

Why a size label is only the start.

Adjust a fictional sample profile and compare it with a sample woven garment. This is an illustration of circumference differences—not a size recommendation or a live AI fit result.

Same jacket, three sizes

One label up or down changes the whole silhouette.

The same sample leather jacket on the same sample model, one size down, the regular size and one size up. Shoulder seams, sleeve length, hem and drape all move. Fitality is being built to show this before you order.

  1. Sample A wearing the brown leather jacket, one size down, front view. Concept visualization.
    One size down
  2. Sample A wearing the brown leather jacket, regular size, front view. Concept visualization.
    Regular size
  3. Sample A wearing the brown leather jacket, one size up, front view. Concept visualization.
    One size up
Concept visualization · synthetic sample model · sizes illustrative, not a fit prediction
Illustrative geometry · synthetic measurementsSample A · S
ChestWaistHips
Sample garment size

Sample woven shirt · circumference difference

Chest
+14 cmWithin the sample bandSample band +6 cm to +14 cm
Waist
+28 cmAbove the sample bandSample band +6 cm to +16 cm
Hips
+10 cmWithin the sample bandSample band +4 cm to +14 cm

Size S: chest within, waist above, hips within.

The sample bands are chosen for this demonstration. They are not validated fit standards. Fabric, construction and personal preference can change how clothing fits.

Adjust the sample profile in Fit Lab

06Technology

Built around real proportions.

We are developing Fitality around three connected ideas: personal body profiles, garment understanding and transparent evaluation. The public demo illustrates the direction, not a finished AI service.

How the technology is planned
Body profile
A planned representation of personal proportions, with measurement validation as an early focus.
Garment context
A way to combine visual garment detail with available product measurements and construction information.
Transparent uncertainty
The ambition to show limitations alongside results, rather than treat an attractive image as proof of fit.

07Our current stage

In development. Starting with measurement validation.

Our first focus is comparing body-measurement estimates from two-view photos with real measured data. Personalized try-on, fit analysis and retailer integrations are later steps in the product direction.

  1. Current focus

    Measurement validation

  2. Planned next steps

    Personalized try-on and fit analysis

  3. Future direction

    Retailer and e-commerce collaboration

Built by Revion Tech.

Fitality is a product in development at Revion Tech OÜ, an Estonian software company. We are exploring practical applications of computer vision, generative AI and structured reasoning.

Product of
Revion Tech OÜ
Registry code
17543845
Based in
Tallinn, Estonia
Contact
dev@reviontech.net

08Questions

Honest answers.

Can I try Fitality with my own photos now?

Not on this website. The public Studio uses curated sample imagery, and the Fit Lab uses fictional measurements. The full personalized experience is still in development.

Are the demo images live AI results?

No. They are pre-produced sample visualizations created to explain the product direction. Switching a look changes the sample media; it does not run a live personal fitting model.

Do I need to upload photos or share measurements?

No. You can explore this public demo without uploading personal photos. Fit Lab edits remain in the page and are not submitted as a personal profile.

Will the finished product use two photos?

The current direction uses front and side photos, with optional measurements, to help build a personal body profile. We are validating this approach before offering a full personalized experience.

Does Fitality guarantee that a garment will fit?

No fit guarantee is being offered. The Fit Lab is an educational illustration, and a visual preview alone cannot establish real-world fit. Measurement accuracy and uncertainty are areas we are working to validate.

What does joining the waitlist give me?

After confirming your email, you can receive early-access and product updates. It does not create an account, promise immediate access or reserve a paid subscription.

Can retailers or research partners get in touch?

Yes. We welcome relevant conversations while the product is being developed. Contact Revion Tech to discuss potential collaboration; retailer integrations are not yet offered as a live service.

09Early access

Be part of what comes next.

Get early-access and product updates as Fitality develops. No account or payment required.

  • Requesting updates, not instant product access
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