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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

Voquill is the agentic OS for medical labs, built AI-native to run the lab’s core workflow from accessioning and case routing to reporting and sign-out, with agentic AI built into every step. Instead of forcing modern labs to work around legacy systems that do not scale or plug into today’s AI, Voquill provides a modern LIS where every stage of the case has an agent working alongside the team. For accessioning, agents read the requisition and build the order, so intake stops being data entry. Labs can scan the paper requisition and have an agent pull patient information, tests, and specimen details into a structured order, while the team reviews and approves instead of retyping. The original scan is kept forever, with a confidence score on every extracted field. For case distribution, cases route themselves to the right pathologist by subspecialty, current workload, and turnaround pressure, without a rules engine to babysit or morning triage to manage.

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

Pathologists and pathology labs that need to turn spoken case observations into structured, compliant reports using real-time AI dictation

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

Voquill
United States
voquill.com

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Categories

AI Decision Models Supported

Categories

AI Science Supported
Healthcare AI Supported
Medical Lab Supported

Integrations

GitHub Supported
Hugging Face Supported
Node.js Supported
ONNX Supported
PyPI Supported
Python Supported

Integrations

GitHub Not Supported
Hugging Face Not Supported
Node.js Not Supported
ONNX Not Supported
PyPI Not Supported
Python Not Supported
Claim Laya AI and update features and information
Claim Laya AI and update features and information
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Claim Voquill and update features and information