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

Concept visualization · sample model
Sample A · front view · curated sample
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.
- 01
Your proportions
A personal body profile is the starting point of the experience we are building.
- 02
The garment
Cut, shape and garment information provide a different part of the picture.
- 03
The relationship
The goal is to connect appearance with more useful, transparent fit insight.

03Sample studio
Step inside the fitting studio.
Choose a sample model, explore three looks 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
The full studio adds Sample B, 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.
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.

Front 
Side Step 02
Understand the garment
The planned pipeline combines garment images and available product information to understand the cut, shape and relevant details.

- Woven twill
- Relaxed cut
- Dropped shoulder
- Hip length
- Button front
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 · Slate overshirt
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.
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 Lab06Technology
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.
Current focus
Measurement validation
Planned next steps
Personalized try-on and fit analysis
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
- No online signup yet — email us instead
- Ask us to stop or delete your email any time
Online signup is not enabled yet. Contact us for early-access updates.
Email dev@reviontech.netPlease do not email personal body photos or sensitive measurements.