Related Products
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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.
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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.
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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
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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
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Audience
Developers and AI engineering teams seeking to route, classify, score, filter, and escalate application inputs through fast, structured decision models
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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
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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Support
Phone Support
Not Supported
24/7 Live Support
Not Supported
Online
Supported
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API
Offers API
Supported
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API
Offers API
Supported
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Screenshots and Videos |
Screenshots and Videos |
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Pricing
Free
Free Version
Supported
Free Trial
Not Supported
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Pricing
No information available.
Free Version
Not Supported
Free Trial
Not Supported
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Reviews/
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Reviews/
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Training
Documentation
Supported
Webinars
Not Supported
Live Online
Not Supported
In Person
Not Supported
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Training
Documentation
Supported
Webinars
Not Supported
Live Online
Supported
In Person
Not Supported
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Company InformationLaya AI
Founded: 2020
India
laya-ai.com
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Company InformationPinch AI
Founded: 2023
United States
www.pinch.ai/
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Alternatives |
Alternatives |
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Categories |
Categories |
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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
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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
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