Bodygram

Bodygram Neural Network Description

Bodygram is a specialized AI tool that lets you get accurate body measurements without visiting a tailor or using complex equipment. All you need is two regular photos — one from the front and one from the side — and the neural network will build your personal 3D model.

The service analyzes images and calculates 24 body parameters, including chest, waist, and hip circumferences, as well as arm and leg lengths. Additionally, Bodygram provides a posture assessment across five angles and estimates body fat and muscle mass percentages. All measurements comply with the international ISO 8559 standard, making the results suitable for professional use in the apparel and sports industries.

The developer is a Japanese company — which explains the strong focus on precision and detail. The service is available internationally and is continuously expanding its reach.

Bodygram Features

Feature	Value
Type	Neural network for body analysis from photos
Category	3D models and objects, avatars and portraits
Platforms	iOS, Android, web platform
Interface languages	English, Japanese
Free tier available	Yes (basic version)
Country of development	Japan
Number of measured parameters	24
Accuracy	Compliant with ISO 8559 standard
Distribution model	Freemium

Who Is Bodygram Suitable For?

Apparel and Fashion Industry

For designers, tailors, and clothing brands, Bodygram enables remote client measurements. This simplifies the process of custom garment creation and size selection in online stores. Personal 3D models help visualize how clothing will fit a specific body shape.

Sports and Fitness

Trainers and their clients can track changes in body composition: fat and muscle percentages, and volume changes over time. The five-angle posture assessment is useful for refining exercise technique and preventing musculoskeletal issues. Sync with Apple Health allows all metrics to be collected in one place.

Online Retail and Marketplaces

For clothing sellers, Bodygram helps reduce returns caused by size mismatches. A shopper creates their 3D profile once and can then see which size of a specific brand will fit them. This boosts customer loyalty and cuts logistics costs.

How to Use Bodygram?

Via the Mobile App

Download the Bodygram app from the App Store or Google Play. Installation is free. After the first launch, you'll need to register with a valid email. The interface is available in English and Japanese.

The Scanning Process

To get measurements, follow a few simple steps:

1. Take a full-body photo from the front — the smartphone should be at chest level.
2. Take a side photo at the same angle.
3. Enter your height and weight in the corresponding fields.
4. Wait for processing — the neural network will build a 3D model and display the analysis results.

An important detail: no need to undress for the scan — form-fitting clothing or a swimsuit works fine. This keeps the process comfortable and safe.

Via the Web Platform

Bodygram is also available through a browser version. This is convenient for business clients who want to integrate the technology into their services via API without requiring every user to install a mobile app.

Key Bodygram Functions

Measuring 24 Body Parameters

The neural network automatically calculates circumferences and lengths of various body parts. The list includes both basic measurements (chest, waist, hips) and more detailed ones (neck circumference, inseam length, shoulder width). This is sufficient for tailoring most types of clothing.

Posture and Body Composition Assessment

Bodygram analyzes body position across five angles, helping to detect slouching, shoulder misalignment, and other issues. It also estimates the fat-to-muscle ratio, which is useful for tracking physical fitness.

Creating a 3D Avatar

Based on two photos, a volumetric model of the user's body is generated. The avatar can be rotated, viewed from different angles, and used for clothing visualization. This feature is especially popular in online fitting applications.

Apple Health Integration

For iOS users, synchronization with the built-in Health app is available. All measurements and change trends automatically flow into a unified ecosystem, simplifying daily monitoring of key metrics.

Bodygram Advantages

High Accuracy Without Special Equipment

The main advantage is compliance with the ISO 8559 standard. This is an international standard for body measurement used in the textile industry. Bodygram is one of the few tools that delivers certified accurate measurements from regular smartphone photos.

Accessibility and Ease of Use

The tool works on any modern smartphone. No 3D scanner, calibration markers, or professional photo studio is required. Just two photos and a couple of minutes of your time. Patented AI technology makes the process fully automatic.

Support for Modern Technology and Security

For iOS, support for TrueDepth — the camera used for Face ID — is included. This improves model accuracy. The service also complies with GDPR, the European data protection regulation, confirming the secure handling of personal information. API integration is available for businesses.

Bodygram Limitations

Like any AI tool, Bodygram has certain limitations. The main one is the need to take two photos from strictly defined angles. If the shots deviate from the instructions, measurement accuracy may decrease.

It's also worth noting that the free basic version has limited functionality. The full set of tools, including advanced analytics and possibly result export, is available only through a paid subscription. The exact list of free features is not detailed in public sources.

In addition, the interface is available in only two languages — English and Japanese. For users who don't speak either language, this could be a barrier to using the service.

What Problems Does Bodygram Solve?

Personalizing Services Based on Body Data

Bodygram allows companies to collect accurate anthropometric data from clients and use it to create customized products. This applies not only to clothing tailoring but also to selecting equipment, medical devices, or ergonomic furniture.

Getting Accurate Measurements Without Special Equipment

Individual users save time and money by avoiding visits to tailoring shops. Taking measurements at home takes just a few minutes, and accuracy meets professional standards. Results can be saved and body changes tracked over time.

Posture and Body Composition Assessment

For preventive health care, Bodygram provides baseline diagnostic information. Detecting shoulder asymmetry or slouching at an early stage allows timely consultation with a specialist. Calculating fat and muscle percentages helps build training and nutrition plans.

Bodygram Pricing

The distribution model is freemium. This means there is a free basic version with limited capabilities. It allows basic scanning and access to core measurements.

Full functionality is unlocked with a premium subscription. The subscription includes advanced features not available in the free version. The exact list of premium options is not disclosed in public sources.

Bodygram Terms of Use

To get started, registration with an email address is required. The app is downloaded free of charge from official app stores. No special equipment or additional upfront costs are required.

The service processes personal data in accordance with the GDPR regulation, ensuring a high level of information protection. For business clients, API integration is available, allowing Bodygram technology to be embedded into their own products and services.

Bodygram Availability

Bodygram is available on three platforms: iOS, Android, and via a web browser. The app can be downloaded from the App Store and Google Play, and the web version is accessible on the official website.

The interface is available in English and Japanese. The service is used internationally across multiple regions. Local restrictions and the availability of full functionality may vary by country.

How Bodygram Differs from Alternatives

The main difference between Bodygram and most competitors is certified accuracy per the ISO 8559 standard. Many similar apps provide only rough estimates, whereas Bodygram aims for professional-grade measurements. This is backed by an independent standard and recognized within the industry.

The second significant difference is support for scanning in clothing. Most competitors require minimal clothing or special gear. Bodygram, on the other hand, allows measurements in regular form-fitting clothing, significantly improving comfort and accessibility.

The third distinguishing feature is the focus on business integration. The availability of an API and GDPR compliance makes the platform attractive to large retailers and manufacturers. Not all alternatives offer such options for embedding the technology into third-party systems. Additionally, support for TrueDepth cameras on iOS, combined with patented AI technology, delivers higher 3D model accuracy compared to competitors.

Conclusion

Bodygram is a modern AI tool for creating a 3D body model and obtaining accurate measurements from two photos. Developed in Japan, the service is certified to the ISO 8559 standard, providing professional-grade measurement accuracy without special equipment. Available on iOS, Android, and via a web platform, the tool is used internationally. The free basic version lets you explore the capabilities, while a premium subscription unlocks expanded functionality. Bodygram is suitable both for individual users tracking body metrics and for businesses personalizing services and assessing posture.