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Average Ratings 0 Ratings

Total
ease
features
design
support

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Write a Review

Description

Dregs offers fraud detection solutions specifically designed for SaaS applications. By utilizing a lightweight JavaScript tracking script, it fingerprints devices and records user interactions, scoring each identity based on four key dimensions: Humanity (detection of bots and automation), Authenticity (identification of fake profiles and temporary email addresses), Uniqueness (detection of duplicate accounts linked via shared devices, IP addresses, and sessions), and Behavior (comparison of user activity against expected behaviors). The scoring system is transparent, derived from individual observations by the analyzers that can be reviewed and adjusted, rather than relying on a vague risk score. Alerts can be configured to notify teams via a dashboard, email, Slack, or webhooks, and the implementation process is structured in four stages — Scoring, Alerts, Escalation, and Autonomy — ultimately allowing for automated responses such as rate limiting and account quarantining. Dregs effectively addresses issues such as free-trial exploitation, fraudulent promotions and referrals, duplicate account creation, stolen credit card testing, SMS pumping, credential stuffing, and data scraping. Additionally, the setup process is user-friendly, featuring a self-serve model that includes a free trial and clearly outlined pricing options, making it accessible for teams to integrate into their operations. This comprehensive approach ensures that businesses can protect themselves against various forms of fraud effectively.

Description

Laya AI represents a family of open source, non-autoregressive decision models focused on rapid, structured decision-making rather than generating free-form text. It processes a given state along with structured inquiries in a single pass, producing outputs that can be directly utilized by application code. The system encompasses three types of decisions: choice, which identifies among predefined options and yields probabilities; score, which assesses an input based on a ranked scale like urgency or severity; and noul, which estimates the likelihood of a proposition's truthfulness. Tailored for a variety of tasks, Laya can efficiently handle agent and model routing, support ticket triage, and risk assessment, among other applications. Its capabilities include directing requests to the appropriate department, evaluating urgency levels, identifying potential refund or churn indicators, and recognizing policy violations or abuse scenarios. Furthermore, it has the ability to escalate ambiguous situations to more advanced models or human reviewers for additional scrutiny. Ultimately, Laya AI stands out for its versatility and efficiency in decision-making processes across diverse operational needs.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

GitHub No 
Hugging Face No 
JavaScript Yes 
Node.js No 
ONNX No 
PyPI No 
Python No 

Integrations

GitHub Yes 
Hugging Face Yes 
JavaScript No 
Node.js Yes 
ONNX Yes 
PyPI Yes 
Python Yes 

Pricing Details

$17/month
Free Trial Yes 
Free Version No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based No 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Dregs LLC

Founded

2025

Country

United States

Website

dregs.com

Vendor Details

Company Name

Laya AI

Founded

2020

Country

India

Website

laya-ai.com

Product Features

Fraud Detection

Access Security Management No 
Check Fraud Monitoring No 
Custom Fraud Parameters No 
For Banking No 
For Crypto No 
For Insurance Industry No 
For eCommerce No 
Internal Fraud Monitoring No 
Investigator Notes No 
Pattern Recognition No 
Transaction Approval No 

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