Use the Spam Detection API

Detect unwanted links and fraud within user messages
Example imagesExample images

Membrace is a Hybrid AI platform with pre-trained AI models to identify and moderate any type of spam content

What type of spam does Membrace block?

While our Spam Moderation tool always takes context into account, here are some common examples of spam content below

Suspicious messages-links with no accompanying text

suspicioussuspicious

Calls to follow the link for instant success

spamsuspicious

Promises of earnings for merely clicking on a link

spamsuspicious

Money transfer requests

Money requestssuspicious

Links to adult content resources

adult contentsuspicious

Fraudulent schemes

Fraudsuspicious

Casino and gambling links

gambling suspicious

Сlickbait

Сlickbaitsuspicious

What doesn't qualify as spam?

Link serves as the response to the question posed in the initial message and is not spam
goodsuspicious
Link to an authoritative and well-known service
goodsuspicious
Invite links that are not related to violations
goodsuspicious

Solution for digital platforms

Membrace suggests Anti-Spam Solution for:

Messages

Reviews

Comments

Profiles

Contact
Emails

Posts, 
Publications

We support various languages for spam detection

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Icon EnglishIcon SpanishIcon GermanIcon FrenchIcon PolishIcon TurkishIcon DanishIcon SwedishIcon ArabicIcon ChineseIcon RussianIcon JapaneseIcon PortugueseIcon ItalianIcon many others

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See firsthand how our solution seamlessly integrates with and protects your service

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.
3000
Daily Processed Objects
250,000
Peak daily workload
98%
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
90,000+
Low quality images
per day removed
13,000+
Error-laded product
pages corrected daily
Marketplace screen
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Use the Spam Detection API

Request
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import requests
 
token = 'abacaba'  # set real token here
api_url = 'https://api.membrace.ai/v1/item/process'
headers = {'Authorization': token}
 
# Text request
text = 'Hello world'
resp = requests.post(
    api_url,
    headers=headers,
    json={
        'request_id': '1',
        'project_id': 'text',
        'project_version': '1',
        'content': {
            'text': text
        }
    }
)
resp.raise_for_status()
print(resp.json())
Response
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{
  "request_id": "1",
  "item_id": "safdhgjkl",
  "project_id": <project_id>,
  "project_version": "1",
  "status": "SUCCESS",
  "result": {
      "alcohol": false,
      "clean_text": true,
      "clickbait": false,
      "drugs": false,
      "erotica": false,
      "explicit": false,
      "insult": false,
      "insult_light": false,
      "insult_strong": false,
      "obscene_light": false,
      "obscene_strong": false,
      "personal_data": false,
      "swearing": false
  }
}
Request
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curl -X POST \
     -H 'Authorization: <token>' \
     -H 'Content-Type: application/JSON' \
     -d '{
      "request_id": "1",
      "project_id": <project_id>,
      "project_version": "1",
      "content": {
        "text": "Example message"
      }
    }' \
https://api.membrace.ai/v1/item/process
Response
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{
  "request_id": "1",
  "item_id": "safdhgjkl",
  "project_id": <project_id>,
  "project_version": "1",
  "status": "SUCCESS",
  "result": {
      "alcohol": false,
      "clean_text": true,
      "clickbait": false,
      "drugs": false,
      "erotica": false,
      "explicit": false,
      "insult": false,
      "insult_light": false,
      "insult_strong": false,
      "obscene_light": false,
      "obscene_strong": false,
      "personal_data": false,
      "swearing": false
  }
}

Use the Spam Detection API

Request a Demo

Access cutting-edge Hybrid AI through our API

Scheme of interaction by apiScheme of interaction by apiAWS icon

Membrace AI

Ready-to-use pretrained models

200ms response time

To boost content validation and generation

Human-in-the-loop

Processes to evaluate and retrain models

Guidelines

Easy to fine-tune

40+

Languages, 100+ Countries

>15M cases per day

Scalable to process any data volume
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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