Text Moderation Solution

Detect unpleasant or rude communication or mentions of prohibited products and services

Solution can detect the following classes


Content that isn't useful and aims to lure the reader to some internet resource


A message that excites and arouses curiosity but doesn't give complete information.


Rude expressions, including those censored with asterisks or dots


Insults addressed at any people or material objects.

Offensive content

Insults addressed at any people or material objects


Descriptions of sex or someone's appearance that are informational
in nature and don't mention gross physiological details

Sex toys

Any mention of sex toys and the experience of using them, and reviews without physiological details


Shocking or disgusting text. Calls for violence and cruelty. Encouraging hatred on grounds of gender, race, nationality, or association with any social group


The mention of drugs in any context, including their promotion, descriptions of manufacture methods, and the use and sale of prohibited narcotic substances

Our solutions are applied in the following industries

E-commerce and сlassifieds

Show examplesProduct cards

Online Communities

Show examplesScreenshots from chats

Dating Services

Show examplesScreenshots from social media profiles

We support various languages

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Membrace solutions adapt to your specific needs

Flexible ML models tailored towards your goals

Why working with Membrace?

Large and responsive crowd

We have over 2M workers distributed over the globe, so manual checks are available 24/7


We can process any volume of data, including spikes caused by spam attacks, breaking news, flash mobs, or organic growth


Customizable moderation classes for brand-appropriate responses

Continuous fine-tuning

Our crowd force can handle any granularity of detail, and our models continue to learn from incoming user data

High accuracy
in unique cases

We apply a multitude of QA methods to both our human-in-the-loop moderators and our ML models

Real-time moderation

For rapidly growing, large-scale, and fast-paced businesses

Other solutions


Check the quality and appropriateness of images to make your service even more attractive to users.
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Check videos for prohibited scenes and content that might interfere with a pleasant viewing.
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Identify unwanted content in audio tracks, check the sound quality and signal.
Show more

Case Studies

We've worked with the world's leading AI teams for years, and delivered more high-quality data than anybody else.

World’s top 3 “Buy now, pay later” provider

How Membrace helped a major BNPL player to visualize its buyers’ sentiment toward popular products, and ensure trust and safety, with a peak load of 250,000 objects per day.
Daily Processed Objects
Peak daily workload
Solution accuracy
Marketplace screen

The CIS region's leading online marketplace

How Membrace helped a major marketplace with $2 billion in GMV to seamlessly moderate tens of millions of images and customer reviews, enhance content, validate categorization, and deduplicate offers.
30+ mln.
Units moderated
per month
Low quality images
per day removed
Error-laded product
pages corrected daily
Marketplace screen

WEE: UAE's fast-growing marketplace, from store to door in 1 hour

Membrace's Hybrid AI streamlines onboarding, enabling WEE and sellers to launch quality listings quickly. Shortened publishing times pave the way for a superior marketplace experience for everyone involved.
listings enriched in the first WEEk
faster time-to-publish rate
10 – 40
product attributes checked
and enriched in pre-moderation
Marketplace screen
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Get started with Membrace. Schedule a 30-minute product demo

  • 1
    Request a demo of our comprehensive API
  • 2
    Perform a free Proof-of-Concept using your data (pictures, text, audio, video)
  • 3
    Integrate the API and boost your content quality