# Deterministic Analytics Platform for Regulated, High-Stakes Data

Chata.ai delivers a precision analytics architecture built for highly regulated environments, combining deterministic AI, strong governance, and cost-efficient deployment.

## How _Deterministic AI_ Guarantees _Accurate_ Results in Data Workflows

At the core of Chata.ai is a deterministic inference engine trained on your database structure.

Unlike probabilistic language models that don’t provide consistent answers, Chata.ai generates explicit, executable queries that always produce reliable results.

Identical inputs always yield identical outputs

Every response is traceable to a concrete query

No hallucinations or non-deterministic behavior

Works independently, or with AI-agents / Gen AI models

## _Deployment_ Responsibility _Models_

Chata.ai supports multiple deployment responsibility models, allowing teams to choose the level of ownership that matches their internal capabilities and compliance requirements.

#### **Customer-Managed Deployment**

#### **Chata.ai–Managed Deployment**

**Deployment Location**  
Your cloud infrastructure  
Chata.ai-managed with secure access to your data / customer's cloud

**Model Training**  
Your team, Chata.ai support  
Trained and maintained by Chata.ai

**Training Query Generation**  
Customer-generated  
Handled by Chata.ai

**Configuration & Customization**  
Your administrators  
Guided and implemented by Chata.ai

**Time to Production**  
Flexible, based on internal timelines  
Accelerated

**Best for**  
Teams with established data and AI practices  
Teams optimizing for speed with minimal internal lift

[View documentation](https://chata.readme.io/docs/autoql-intro)

#### Your Data, Fully Protected

ISO 27001 Certified

SOC 2 Type II Certified

## _Chata.ai_ & GenAI: Our _Hybrid_ Approach

#### **GenAI**

#### **Chata.ai**

#### **GenAI + Chata.ai**

**Hallucinates**

**Deterministic AI**

**Accurate, responses**

**Public Models**

**Custom Models**

**Flexible model architecture**

**Data Risk**

**Secure & Private**

**Enterprise-grade security**

**Limited Control**

**Turnkey Solution**

**Full control with easy deployment**

**High CPU $**

**500x lower CPU $**

**Optimized performance and cost**

## _Secure_ Multi-Tenant Access & _Governance_

Chata.ai is built for **customer-facing and internal analytics** where thousands of users and tenants access shared infrastructure — without compromising isolation, permissions, or compliance.

### Multi-Tenancy by Design

Logical isolation enforced at query, execution, caching, and audit layers

Tenant-aware schema, dataset, and semantic mapping

Scales securely across thousands of tenants from a single deployment

### End-User Reporting with Row- and Column-Level Security

Native enforcement of **row-level (RLS) and column-level security (CLS)**

Permissions applied **before query execution**, not filtered after

Fully aligned with your data warehouse’s native security model

### Identity Provider (IdP) Integration

Direct integration with enterprise IdPs

Supports **SAML, OAuth, and OpenID Connect**

Propagates authenticated user identity through query execution for true end-user governance

## _Governed_ Execution Built for _Regulated_ Enterprises

Chata.ai provides the **governed data-access product** enterprises need to operate safely at scale.

**End-to-end identity and authorization enforcement (SSO, RBAC/ABAC)**

**Policy-driven query validation**

**Centralized semantic layer for metrics, joins, time logic, and definitions**

**Source-of-truth traceability for every answer**

Immutable audit logs, retention controls, and SIEM integration

## _Cost-Efficient_ Inference for Enhanced _ROI_

We use proprietary AI technology to rapidly train custom private language models for your data warehouse. AutoQL uses CPUs for inference vs GPUs needed with LLMs, which means enhanced ROI as you scale your data monetization projects, without sacrificing performance.

## Deploy Analytics You Can Trust: Secure, Scalable, and Deterministic