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About

Laya AI is an open source family of non-autoregressive System 1 decision models built for fast, typed decisions instead of free-form text generation. Given a state and structured questions, Laya evaluates them in a single forward pass and returns outputs that application code can use directly. It supports three decision types: choice, which selects among named options and returns probabilities; score, which places an input on an ordered rubric such as urgency or severity; and noul, which estimates the probability that a proposition is true. Laya is designed for workloads such as agent and model routing, support ticket triage, guardrails, intent classification, risk and fraud scoring, workflow escalation, RAG filtering, moderation, and phishing detection. It can route requests by department, score urgency, flag refund or churn signals, detect policy or abuse conditions, and escalate uncertain cases to a larger model or human reviewer.

About

Pinch AI is an AI-powered post-purchase intelligence and abuse mitigation platform that helps ecommerce merchants identify and prevent fraudulent returns, reselling schemes, and other abusive behaviors while rewarding trusted buyers with adaptive return experiences and personalized incentives. It uses machine learning to analyze hundreds of data points across checkout, return history, logistics, and customer behavior to score buyer intent, segment customers, and create tailored return policies that balance fraud deterrence with excellent experiences for loyal shoppers. It offers a 360-degree customer view for support teams, integrates with return management systems, warehouse management systems, shipping carriers, and e-commerce stacks, and provides real-time dashboards to track key metrics like return rates, operational costs, and abuse patterns.

Platforms Supported

Windows Supported
Mac Supported
Linux Supported
Cloud Not Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Developers and AI engineering teams seeking to route, classify, score, filter, and escalate application inputs through fast, structured decision models

Audience

Ecommerce retailers and operations leaders who want to use AI to reduce costly return abuse, protect profit margins, and improve customer loyalty by understanding buyer behavior and customizing post-purchase experiences

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Supported

API

Offers API Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported

Company Information

Laya AI
Founded: 2020
India
laya-ai.com

Company Information

Pinch AI
Founded: 2023
United States
www.pinch.ai/

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Categories

AI Decision Models Supported

Categories

AI eCommerce Supported
eCommerce Tools Supported

Integrations

Adobe Commerce Not Supported
AfterShip Not Supported
BigCommerce Not Supported
FedEx Ship Manager Not Supported
Fishbowl Not Supported
GitHub Supported
Happy Returns Not Supported
Hugging Face Supported
Loop Not Supported
Narvar Not Supported
Node.js Supported
ONNX Supported
PyPI Supported
Python Supported
SAP Cloud Platform Not Supported
Salesforce Not Supported
ShipBob Not Supported
ShipHero Not Supported
Shopify Not Supported
UPS Ready Not Supported

Integrations

Adobe Commerce Supported
AfterShip Supported
BigCommerce Supported
FedEx Ship Manager Supported
Fishbowl Supported
GitHub Not Supported
Happy Returns Supported
Hugging Face Not Supported
Loop Supported
Narvar Supported
Node.js Not Supported
ONNX Not Supported
PyPI Not Supported
Python Not Supported
SAP Cloud Platform Supported
Salesforce Supported
ShipBob Supported
ShipHero Supported
Shopify Supported
UPS Ready Supported
Claim Laya AI and update features and information
Claim Laya AI and update features and information
Claim Pinch AI and update features and information
Claim Pinch AI and update features and information