Software Alternatives, Accelerators & Startups

CompreFace VS Bloom Analytics

Compare CompreFace VS Bloom Analytics and see what are their differences

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CompreFace logo CompreFace

CompreFace is a free face recognition service from Exadel that can be easily integrated into any system using simple REST API.

Bloom Analytics logo Bloom Analytics

Bloom is a Native Shopify Analytics and Attribution app. See which products, countries, and campaigns are profitable, and which ad platforms truly generate profit via multi-touch attribution. Create custom dashboards, get insights. Connect with MCP
  • CompreFace Landing page
    Landing page //
    2023-09-24
  • Bloom Analytics Driving Sales and Profit
    Driving Sales and Profit //
    2026-05-13
  • Bloom Analytics Profit or Revenue
    Profit or Revenue //
    2026-05-13
  • Bloom Analytics Ads making money
    Ads making money //
    2026-05-13
  • Bloom Analytics Country Costing more than you earn
    Country Costing more than you earn //
    2026-05-13
  • Bloom Analytics Profit and Loss and KPI's
    Profit and Loss and KPI's //
    2026-05-13
  • Bloom Analytics Miscalculate Profit Because of complex cost
    Miscalculate Profit Because of complex cost //
    2026-05-13
  • Bloom Analytics store actually keeps as profit
    store actually keeps as profit //
    2026-05-13
  • Bloom Analytics stop guessing which product makes money
    stop guessing which product makes money //
    2026-05-13

Bloom tracks your true ecommerce profit after ads, shipping, COGS, transaction fees, refunds, and operating expenses, so you stop relying on vanity metrics and see which products, campaigns, and channels actually drive profit. Track financial performance across products, orders, countries, ad campaigns, and email campaigns, drilling into Product Intelligence, Country Profits, and Email Profits to understand exactly where profit comes from and where it leaks. Build custom dashboards tailored to your business to surface the metrics that matter most, all in one clean view. View a detailed Profit & Loss table with a toggle to switch between Shopify and Amazon revenue, or see them separately, and measure ROAS, POAS, Contribution Margin, and Net Profit from a single dashboard. Connect Google Ads, Meta Ads, TikTok, Pinterest, and Snapchat to see which channels bring profitable customers, not just clicks, and connect Klaviyo, Mailchimp, and Omnisend to see email profits per campaign. Use multi-touch attribution to understand the complete customer journey and accurately track campaign performance across channels, then apply custom cost rules based on product, quantity, country, shipping zone, and operational expenses to calculate true profit with precision. Get profit insights in Email and Slack, including scheduled Slack summaries, to quickly spot wasted ad spend, declining margins, underperforming products, scaling opportunities, and hidden profit leaks. Connect Bloom to Claude or ChatGPT via MCP to query your profit data in natural language. Whether you run one Shopify store or many, stop guessing and start scaling what actually makes money.

CompreFace

Website
exadel.com
Pricing URL
-
$ Details
-
Platforms
-
Release Date
-

Bloom Analytics

$ Details
paid Free Trial $20 / Monthly (Unlimited Orders)
Platforms
Amazon Shopify
Release Date
2024 October
Startup details
Country
India
State
Karnataka
City
Bangalore
Founder(s)
Ulrich John
Employees
50 - 99

CompreFace features and specs

  • Open Source
    CompreFace is open source, allowing users to modify and adapt the code according to their needs.
  • Privacy
    Because it's self-hosted, users retain full control over their data, enhancing privacy and security.
  • API Integration
    CompreFace offers easy integration APIs which make it suitable for a variety of applications.
  • User-Friendly Interface
    It includes a user-friendly interface that simplifies management and configuration tasks.
  • Support for Multiple Recognition Models
    The platform supports various face recognition models, providing flexibility based on accuracy and speed needs.

Possible disadvantages of CompreFace

  • Deployment Complexity
    Setting up and configuring CompreFace may require technical knowledge, which can be a barrier for non-technical users.
  • Resource Intensive
    Running the service might require significant computational resources, especially when handling large datasets.
  • Limited Community Support
    As a less popular open-source project, the community support might be limited compared to more widely adopted solutions.
  • Scalability Issues
    Scaling the application for large scale facial recognition can be challenging and may require additional infrastructure.
  • Learning Curve
    New users might face a learning curve in understanding the system and its functionalities.

Bloom Analytics features and specs

  • Dashboard
    Track profit performance across products, countries, ad, and email campaigns
  • Profit Analytics
    Find and fix profit leaks with Contribution Margin, Net Profit and P&L breakdown
  • Attribution
    See which ad channels drive real orders, ROAS, POAS with multi-touch attribution
  • Cost Tracking
    Apply custom cost rules for COGS, shipping, by product, country or quantity
  • Insights
    Profit Insights that tell you what happened, why, and what to do about it

Analysis of Bloom Analytics

Overall verdict

  • Bloom Analytics is not a widely recognized or verifiable analytics platform based on available information, so its quality cannot be reliably confirmed. Prospective users should conduct due diligence, checking for verified reviews, security compliance, and transparent pricing before committing.

Why this product is good

  • Limited independent reviews or third-party verification available to confirm platform reliability and performance
  • Unclear track record compared to established analytics providers like Google Analytics, Mixpanel, or Amplitude
  • Website claims should be verified through trials, demos, or direct vendor communication
  • Data security and compliance certifications (SOC2, GDPR, etc.) should be confirmed directly with the vendor

Recommended for

  • Businesses willing to conduct thorough vendor evaluation before adoption
  • Users seeking niche or specialized analytics features not covered by mainstream tools
  • Companies that can request a trial period to test functionality firsthand
  • Organizations comfortable working with newer or less-established SaaS vendors

CompreFace videos

No CompreFace videos yet. You could help us improve this page by suggesting one.

Add video

Bloom Analytics videos

Bloom - Profit Tracking App for Shopify Businesses

Category Popularity

0-100% (relative to CompreFace and Bloom Analytics)
Image Analysis
100 100%
0% 0
Profit Insights
0 0%
100% 100
OCR
100 100%
0% 0
Analytics Dashboard
0 0%
100% 100

Questions & Answers

As answered by people managing CompreFace and Bloom Analytics.

How would you describe the primary audience of your product?

Bloom Analytics's answer:

The primary audience includes Shopify e-commerce businesses focused on improving profitability, tracking marketing performance, and making data-driven growth decisions.

Which are the primary technologies used for building your product?

Bloom Analytics's answer:

Bloom Analytics is primarily built using Ruby on Rails to create a fast, reliable, and scalable analytics platform for Shopify businesses.

Who are some of the biggest customers of your product?

Bloom Analytics's answer:

-CAPS -Curio Blvd -OMOYE -thecupcakequeens

Why should a person choose your product over its competitors?

Bloom Analytics's answer:

It is budget friendly, It focuses on Profit calculation and attribution, also helps in customer journey and company performances Profitability.

What makes your product unique?

Bloom Analytics's answer:

Bloom Analytics helps you clearly understand your business profit across products, marketing channels, countries, and order fulfillment. It shows how each part of your store contributes to profit — all from one simple dashboard.

What's the story behind your product?

Bloom Analytics's answer:

While working with Shopify brands, we kept hearing the same feedback that we’re making sales, but we still don’t know our actual profit. It made sense. With ad spending, shipping costs, product costs, discounts, and fees, tracking real profit can get messy quickly. Most store owners find themselves hopping between different dashboards just to understand what’s working. So, we built Bloom Analytics. It’s a simple profit analytics platform that helps Shopify businesses understand- What products are profitable, which countries and campaigns provide the best returns, which ad platforms truly generate profit through multi-touch attribution, and all from one clear dashboard. No confusing spreadsheets. No endless tabs. Just clear profit insights that help brands make better decisions.

User comments

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Social recommendations and mentions

Based on our record, CompreFace seems to be more popular. It has been mentiond 2 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

CompreFace mentions (2)

  • Working with facial recognition
    Looking into this I found Compreface (https://exadel.com/solutions/compreface/) an open source face recognition software. There are alread some controb scripts, like contrib/photils.lua, who take some images, run them through a tool, then tag them with data coming from the tool. Converting this to use Compreface looks likea promising avenue. Source: almost 4 years ago
  • Interview process
    Does anyone know what the technical interview process for Senior Java position looks like for the company Exadel? Https://exadel.com/. Source: about 4 years ago
  • Trying to find senior devs
    Exadel - holy heck. They gave us talent for DAYS. Source: over 4 years ago
  • Best No-Code App Builders
    Serhii Pospielov, AI Practice Head at Exadel, reviewed several no-code app builders from a developer's point of view. He tried to create MVPs on 13 different platforms, but only managed to achieve that on five (this doesn’t mean that the other eight aren’t good platforms – just that they didn’t meet his particular business need). Serhii’s favorite no-code app builders were:. - Source: dev.to / over 4 years ago
  • CompreFace - Free and open-source self-hosted face recognition system
    Free and Open-Source Face Recognition System that can be integrated into any system without prior AI knowledge: https://exadel.com/solutions/compreface/. Source: over 5 years ago

Bloom Analytics mentions (0)

We have not tracked any mentions of Bloom Analytics yet. Tracking of Bloom Analytics recommendations started around May 2026.

What are some alternatives?

When comparing CompreFace and Bloom Analytics, you can also consider the following products

Amazon Rekognition - Add Amazon's advanced image analysis to your applications.

Triple Whale - Triple Whale helps ecommerce brands make better decisions with better data.

Google Vision AI - Cloud Vision API provides a comprehensive set of capabilities including object detection, ocr, explicit content, face, logo, and landmark detection.

BeProfit - Track and understand your Shopify data. Optimize profits!

Facebook Computer Vision Tags - Show Facebook computer vision tags in Google Chrome

Conversific - Conversific is a Business Intelligence platform designed to capture and analyze the data from your Shopify store. It includes built-in tips from ecommerce gurus and provides instant guidance.