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ashley.com

AI Is Only as Good
as Your Data.

Most AI projects fail not because of models, but because of data. Scattered across systems, inconsistent formats, missing context—garbage in, garbage out. We build the data foundation that makes AI actually work. Clean, connected, and ready for intelligent applications.

Data Lake Architecture

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Centralized, scalable storage that brings your data together. We design and implement data lakes that consolidate information from across your systems into a single source of truth.

Built for AI workloads: optimized for the queries, embeddings, and processing patterns that power modern intelligent applications.

ETL & Data Pipelines

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Automated pipelines that extract, transform, and load data from your sources. Real-time or batch processing, depending on your needs. Reliable, monitored, and maintainable.

We handle the messy reality: API integrations, legacy systems, inconsistent formats, and data quality issues.

Data Preparation for LLMs

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LLMs need data in the right format. We build preprocessing pipelines for chunking, embedding generation, and vector storage. The foundation for RAG systems and semantic search.

Optimization for retrieval quality: chunking strategies, metadata enrichment, and embedding model selection tuned for your domain.

Data Quality & Governance

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Clean data requires ongoing discipline. We implement validation, monitoring, and alerting to catch issues before they corrupt your AI outputs.

Governance frameworks that balance accessibility with security. Your team can access what they need while sensitive data stays protected.