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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

Sup AI is a multi-LLM platform that merges outputs from several top large language models, such as GPT, Claude, Llama, and more, to generate richer, more accurate, and better-validated answers than any single model could provide. It applies real-time “logprob confidence scoring,” analyzing each token’s probability to detect uncertainty or hallucination; when a model’s confidence falls below a threshold, the response is halted, helping ensure that delivered answers remain high-quality and trustworthy. Sup’s “multi-model fusion” then compares, contrasts, and consolidates outputs from different models, cross-verifying and synthesizing the best parts into a final result. Sup also supports “multimodal RAG” (retrieval-augmented generation) to incorporate external data (text, PDFs, images) into context-aware responses, giving the AI access to factual sources and helping it “never forget” relevant information.

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

Researchers, knowledge workers, teams and professionals wanting a tool offering high-accuracy AI-assisted content generation, reasoning or research

Support

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

Support

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

API

Offers API Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

$20 per month
Free Version 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

Sup AI
United States
sup.ai/

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Categories

AI Decision Models Supported

Categories

AI Tools Supported

Integrations

ChatGPT Not Supported
Claude Fable 5.5 Not Supported
Claude Opus 4.8 Not Supported
Claude Opus 5 Not Supported
Claude Sonnet 4.5 Not Supported
Claude Sonnet 4.6 Not Supported
GLM-4.5V Not Supported
GLM-4.6V Not Supported
GLM-5 Not Supported
GLM-5.2 Not Supported
GLM-5.3 Not Supported
GPT-5 mini Not Supported
GPT-5 pro Not Supported
Gemini 3 Pro Image Not Supported
Gemini 3.1 Flash-Lite Not Supported
GitHub Supported
Grok 4 Not Supported
ONNX Supported
Python Supported

Integrations

ChatGPT Supported
Claude Fable 5.5 Supported
Claude Opus 4.8 Supported
Claude Opus 5 Supported
Claude Sonnet 4.5 Supported
Claude Sonnet 4.6 Supported
GLM-4.5V Supported
GLM-4.6V Supported
GLM-5 Supported
GLM-5.2 Supported
GLM-5.3 Supported
GPT-5 mini Supported
GPT-5 pro Supported
Gemini 3 Pro Image Supported
Gemini 3.1 Flash-Lite Supported
GitHub Not Supported
Grok 4 Supported
ONNX 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 Sup AI and update features and information