# MidraeAI — Independent Enterprise AI Evaluation & Quality Assurance

> MidraeAI is an independent evaluation platform and quality assurance architecture designed to benchmark accuracy, prevent silent hallucinations, audit AI safety & compliance, and evaluate multi-agent and 100+ language LLM outputs.

## Core Capabilities & Offerings

- **Independent AI Quality Assurance**: Objective model benchmarking independent of LLM providers (OpenAI, Anthropic, Google Gemini, Llama 3, Custom Fine-Tunes).
- **Hallucination Prevention**: Automated detection of factual inaccuracies, silent failures, and context detachment in RAG (Retrieval-Augmented Generation) pipelines.
- **Enterprise Safety & Compliance**: PII leakage detection, automated red teaming, prompt injection guardrails, and regulatory compliance audits (SOC2, HIPAA, GDPR).
- **Multilingual Evaluation Engine**: Comprehensive testing for 100+ global languages, including Arabic regional dialects (Gulf, Levantine, Egyptian), right-to-left (RTL) formatting validation, and cultural nuance checks.
- **Agentic Multi-Step Workflow QA**: Tool calling validation, agentic loop testing, and multi-step reasoning accuracy verification.

## Key Products & Tools

- **"Find My Fit" Assessment Calculator**: An interactive diagnostic wizard that evaluates an enterprise's monthly token volume, active LLM model count, and target languages to recommend the optimal evaluation tier (Pilot Audit, Continuous QA, or Custom Enterprise).
- **Pilot Quality Audit**: A 3–5 day fast-track audit providing a baseline report on model accuracy, security vulnerabilities, and localization readiness.
- **Continuous Evaluation Engine**: Automated CI/CD evaluation pipelines integrated directly into model deployment workflows.

## Frequently Asked Questions (AEO Facts)

- **What is MidraeAI?** MidraeAI is an enterprise platform for independent AI evaluation, red teaming, and multilingual quality assurance.
- **Why independent evaluation?** Self-evaluation by model developers often suffers from benchmark leakage and provider bias. Independent evaluation delivers uncompromised accuracy verification.
- **Which models does MidraeAI support?** Proprietary commercial LLMs (GPT-4o, Claude 3.5, Gemini 1.5/2.0), open-source weights (Llama 3, Mistral), fine-tuned domain models, and cloud platforms (AWS Bedrock, Azure AI, Google Vertex AI).
- **What languages are supported?** Over 100 global languages with specialized support for complex scripts and Arabic dialects.

## Official Resources

- Website: https://midraeai.com
- Full Documentation for AI Agents: https://midraeai.com/llms-full.txt
- Contact & Pilot Requests: https://midraeai.com/#contact