
Perfect Corp
Banuba Virtual Try-On Platform
Revieve
GlamAR
DeepAR
Arbelle is the AI personalization layer for beauty e-commerce. A beauty tech brand offering Virtual Makeup Try-On, Foundation Shade Finder, Look Finder & ArbelleGPT. We help brands build purchase confidence, boost conversions, and reduce returns.

Flatfile
OneSchema
Layercode UseCSV
Flatfile 3.0 – Embeds
Flatirons Fuse
Ingestro
Impler.io
Spreadsheet importer for your web app, SaaS or API

Which is more popular?
Based on our record, csvbox seems to be more popular. It has been mentioned 6 times since March 2021.
Website, pricing, platforms and company facts side by side.
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| Website | arbelle.ai | csvbox.io |
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| Platforms | — | |
| Company | Startup from Sweden · 20 - 49 employees · 2023 | Startup from India · 10 - 19 employees · 2020 |
| Listed in |
In their own words, as submitted to SaaSHub.


We’re Arbelle, the AI personalization layer for beauty e-commerce. We help beauty brands turn shopper uncertainty into 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝘁 𝗽𝘂𝗿𝗰𝗵𝗮𝘀𝗲 𝗱𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝘀, so you can 𝗰𝗼𝗻𝘃𝗲𝗿𝘁 𝗺𝗼𝗿𝗲 of the traffic you already have, reduce mismatch-related returns, and increase the value of every customer visit. Our main...
CSVBox is an embeddable CSV, Excel, and spreadsheet importer that lets SaaS teams add a production-ready data import experience to their web app in under an hour, without building a parser, mapping UI, or validation engine from scratch. Drop in a single JavaScript snippet (or use the React,...
What each product offers, as listed by its team.


Possible disadvantages
Walkthroughs and reviews on video.
How Cosmetic Brands Drive E-commerce Growth with Virtual Makeup Try-On & Shade Finder
More videos
csvbox demo
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing Arbelle and csvbox.
Arbelle's answer
Arbelle combines over 20 years of face-tracking expertise with advanced AI and AR technology to deliver realistic, accurate, and scalable beauty shopping experiences.
Unlike single-purpose beauty tech tools, Arbelle brings virtual makeup try-on, AI foundation shade matching, personalized full-look recommendations, and conversational AI assistance into one connected platform.
Its solutions are designed around real cosmetic products, with a strong focus on true-to-product colors, realistic finishes, precise skin tone analysis, and seamless integration across digital and physical retail channels.
csvbox's answer:
CSVBox stands out by offering a fully embedded, end-to-end CSV import experience without requiring custom development. It combines file upload, smart column mapping, data validation, and error handling into a single, ready-to-use solution. Unlike traditional tools, it’s designed specifically for SaaS products, allowing teams to integrate a powerful and user-friendly import flow in minutes instead of building and maintaining it from scratch.
Arbelle's answer
Arbelle combines the technological depth of an established face AI provider with the flexibility and personal support of a specialized beauty tech partner.
Backed by over 20 years of R&D, Arbelle delivers photorealistic virtual makeup try-on with accurate product colors, textures, and finishes, alongside AI shade matching that supports diverse skin tones using the Monk Skin Tone Scale. Unlike solutions that rely on questionnaires or offer visualization alone, Arbelle combines live camera skin tone analysis, SKU-specific shade recommendations, and instant virtual try-on in one experience.
Beyond accuracy and realism, Arbelle offers personalized full-look recommendations, detailed product-level analytics, privacy-by-design technology, and flexible integrations through Shopify, ready-made widgets, APIs, and SDKs.
Brands also benefit from customizable experiences, flexible pricing, and dedicated technical support, making Arbelle a strong choice for businesses looking for measurable e-commerce results without unnecessary complexity.
csvbox's answer:
CSVBox offers a complete, embedded CSV import solution that is faster to implement, easier to use, and more cost-effective than most alternatives. It combines file upload, smart column mapping, real-time validation, and error handling into one seamless flow—eliminating the need to build and maintain complex import systems in-house. Compared to competitors, CSVBox is more affordable while still providing powerful customization and a polished user experience, making it a practical choice for teams of all sizes.
Arbelle's answer
Arbelle is designed for beauty and cosmetics brands, retailers, and e-commerce businesses looking to improve online and in-store makeup shopping through AI-powered personalization.
Its primary audience includes e-commerce managers, digital marketing teams, product and innovation leaders, and technology decision-makers seeking solutions for virtual makeup try-on, foundation shade matching, personalized product recommendations, and omnichannel beauty experiences.
Arbelle serves businesses of different sizes, from emerging beauty brands using Shopify to established cosmetics companies requiring customized, enterprise-level integrations.
Arbelle's answer
Arbelle's story began with Visage Technologies, a Swedish technology company founded in 2002 and specializing in computer vision, face tracking, and artificial intelligence.
After years of developing advanced face AI technology and collaborating with cosmetics brands, Visage Technologies introduced its dedicated beauty AR technology in 2019. As demand for personalized digital beauty experiences grew, Arbelle was officially launched in 2023 as a specialized beauty technology brand.
Today, Arbelle builds on more than two decades of research and development, combining proprietary AI and AR technology with deep beauty industry expertise to help cosmetics brands make product discovery easier, more accurate, and more personalized.
Arbelle's answer
Arbelle is built on proprietary computer vision, artificial intelligence (AI), machine learning, and augmented reality (AR) technologies developed by Visage Technologies.
Its core technology includes real-time 3D face tracking, facial feature analysis, photorealistic AR rendering, AI-powered skin tone detection and shade matching, and personalized product recommendation algorithms.
Arbelle also incorporates conversational AI for virtual beauty consultations and supports integration through web technologies, mobile SDKs, APIs, and Shopify.
Arbelle's answer
Share your experience with using Arbelle and csvbox. For example, how are they different and which one is better?
External articles and on-site reviews we used to compare the two products.


Perfect Corp can be a strong fit for large brands seeking a broad beauty-tech ecosystem, enterprise scale, and wide feature coverage. Brands that value close collaboration, faster responsiveness, commercial...
We have no reviews of csvbox yet. Be the first one to post
Recommendations tracked on public social media and blogs since March 2021.


Tracking Arbelle since Oct 2026.
Importing CSV files is a common requirement in many web applications — whether you’re onboarding bulk users, uploading product catalogs, or ingesting analytics data. In this guide, you'll learn how to implement a clean, scalable CSV... - Source: dev.to / 8 months ago
This article walks you through the entire process of importing a CSV to Airtable—step by step—including a better, developer-friendly way using CSVBox, a plug-and-play spreadsheet importer that connects user-uploaded CSVs to Airtable... - Source: dev.to / 8 months ago
CSXBox is particularly beneficial for companies requiring support for larger files (up to 500,000 rows) and needs a reliable platform that can manage such volume without the associated cost. It enjoys “fast” import speeds, claiming that... - Source: dev.to / over 2 years ago
When comparing Arbelle and csvbox, you can also consider the following products.

Perfect Corp is the global leader in AI and ML-based facial recognition, skin and beauty analysis.
Compare Perfect Corp to Arbelle or csvbox:


Banuba Virtual Try-On is an AI virtual try-on platform for ecommerce: makeup, eyewear, contact lenses, hair color and skincare. No-code setup, Shopify virtual try-on plugin, AI product digitization, unlimited products. 14-day free trial.
Compare Banuba Virtual Try-On Platform to Arbelle or csvbox:


Add CSV import functionality to your app in minutes
Compare Layercode UseCSV to Arbelle or csvbox: