# AIPlatform

A modern, cloud-native platform built for automotive service and parts — combining AI models trained on automotive data, flexible deployment options, and enterprise-grade security to transform how you work with repair data, parts search, and service workflows.

## Scalable Architecture

## Real-Time Intelligence

## Automotive-Specific AI

## Enterprise Security

## Your Questions, Answered

Here are the questions we hear most often — with clear, concise answers to help you understand how the Predii AI Platform works.

### Platform Architecture & Deployment

### 1  What does your tech stack look like?

### 2  How do you update the platform?

### 3  Is this a managed service, or do you run it for us?

### 4  Can we deploy this in our environment?

### 5  What does your support model look like?

### Scalability & Performance

### 1  How much data can this handle?

### 2  Is this batch only, or real-time?

### 3  How fast does it process?

### 4  What will this cost to run?

### Models & Intelligence

### 1  Which models do you use? Are they proprietary?

### 2  Did you train your own LLM?

### 3  Can I just use your model by itself?

### 4  How often do you update your models?

### 5  What data are they trained on?

### Data Security & Compliance

### 1  Do you retain my data?

### 2  Do you train your model with my proprietary data?

### 3  How do you prevent data leakage between customers?

## Technical Deep-Dive

## Platform Capabilities

Deep-dive into the technical capabilities that power our AI platform

### Specialized AI Pipelines

Automate the cleansing and tagging of large, unstructured datasets, transforming repair and service data into actionable insights

Transform repair orders into insights that drive smarter decisions

#### Key Features:

- Automated ingestion and preprocessing for both structured and unstructured datasets
- Intelligent data cleansing, tagging, and normalization of repair and service events
- Ontology and taxonomy alignment using ACES/PIES standards
- Scalable pipelines for clustering, aggregation, and insight extraction

### Fine-tuned Embedding & Retriever Model

We leverage fine-tuned, domain-specific models to understand automotive context, so you can retrieve precise, relevant data with high accuracy.

Find the right answer instantly — even in complex repair data

#### Key Features:

- Fine-tuned embeddings trained on automotive-specific language and terminology
- High-precision retrievers for semantic search and contextual understanding
- Reranking and similarity scoring for the most relevant, accurate results
- Seamless RAG (Retrieval-Augmented Generation) integration for structured outputs

### Secure, Enterprise-grade Deployment & API

Predii ensures seamless system integration into existing workflows with cloud and on-premise deployment options, full API Integration and dockerization for scalability and high performance.

Deploy securely, anywhere — cloud, private, or on-prem

#### Key Features:

- Flexible deployment options: managed cloud, private cloud, or on-premise
- Containerized infrastructure (Docker/Kubernetes) for easy scalability and portability
- API-first architecture for seamless system integration
- Built-in enterprise security and compliance

### Intent Discovery for Automotive Queries

Predii accurately identifies the intent behind highly specialized automotive queries and enables intelligent, context-aware workflow support for parts and service.

From query to workflow — intelligent routing for automotive operations

#### Key Features:

- Domain-tuned NLP models to parse and classify complex automotive queries
- Intelligent routing that connects queries to the correct AI model or workflow (e.g., parts lookup, warranty, diagnostics)
- Continuous learning from real query patterns for improved accuracy
- Supports multilingual and technician-language inputs for global scalability

### Subject Matter Expert Quality Control

Our automotive SMEs work hand-in-hand with advanced automated testing frameworks to ensure consistent accuracy and production-ready output.

Validated by experts, proven in production

#### Key Features:

- Automated validation frameworks for initial model output testing
- Human-in-the-loop reviews from certified automotive SMEs
- Quality assurance aligned with enterprise production standards
- Continuous feedback integration for iterative model improvement

### Terminology Mapping for Parts & Service

Predii understands technician slang and accurately maps natural language search terms to PCdb and other industry standard terminology.

Translate technician slang into standardized terminology

#### Key Features:

- AI-driven mapping between technician language and standard taxonomies (ACES/PIES)
- Context-aware NLP for accurate term interpretation and disambiguation
- Continuous learning from new terms, slang, and regional variations
- Centralized terminology management to unify search and data systems

### Ready to Transform Your Data?

See how Predii's AI platform can deliver measurable results for your organization. Talk to our team and explore what's possible.