# Data Foundations for AI

> AI is only as good as the data behind it. We prepare the data layer AI depends on: pipelines, quality checks, semantic layers, document stores and governance, and classic machine learning (forecasting, scoring, anomaly detection) where it beats an LLM.

Source: https://aibyos.com/services/data

▦ Capability

# Data Foundations for AI

AI is only as good as the data behind it.

[Discuss Data for AI](https://aibyos.com/contact)

We prepare the data layer AI depends on: pipelines, quality checks, semantic layers, document stores and governance, and classic machine learning (forecasting, scoring, anomaly detection) where it beats an LLM.

## Typical use cases

### AI-ready data platform

**Challenge.** Useful data sits in silos with no ownership or quality guarantees.

**What we build.** A lakehouse with curated, documented data products and access controls for AI use.

### Talk-to-your-data (text-to-SQL)

**Challenge.** Business users wait days for simple reports.

**What we build.** A governed natural-language analytics assistant on top of a semantic layer, with query verification.

### Forecasting & anomaly detection

**Challenge.** Demand, churn or fraud are handled with spreadsheets and rules.

**What we build.** Classic ML models with explainability, deployed into existing workflows.

## What you get

-   Data pipelines & quality checks
-   Semantic / metrics layer
-   ML models with monitoring
-   Data governance setup

## Typical stack

-   dbt
-   Airflow / Dagster
-   Snowflake / BigQuery / Databricks
-   Spark
-   scikit-learn / XGBoost
-   Great Expectations

Examples

## Use cases with Data for AI.

[Manufacturing & Logistics Maintenance technician copilot Answers from manuals, work orders and sensor data at the machine. _RAG & Search__AI Agents__Data for AI_ Open →](https://aibyos.com/use-cases/maintenance) [Finance & Insurance Lakehouse & AI platform for an insurer Replace an ageing data warehouse with a governed platform for BI, pricing models and GenAI. _Data & AI Platforms__AI Landing Zones__Data for AI_ Open →](https://aibyos.com/use-cases/lakehouse-insurer) [Retail & E-commerce Microsoft Fabric analytics + Copilot for retail One platform for sales analytics, demand forecasting and natural-language reporting. _Data & AI Platforms__Data for AI__LLM Apps & Copilots_ Open →](https://aibyos.com/use-cases/fabric-retail)