01
Pipelines and ETL
Reliable, tested pipelines from your operational systems into analytics and AI.
AI Data Engineering
The data foundation accurate AI depends on.
Pipelines, warehouses and knowledge graphs built for the models that consume them. We connect siloed systems, clean and govern the data, and keep it flowing reliably, which is where most AI projects actually succeed or fail.
- SourcesDatabases, apps, files, APIs
- OutputsWarehouses, vector stores, graphs
- GovernanceLineage and access control
- Pairs withData Exchange packaging
What we do
Garbage in, garbage out, at scale.
Models are only as good as the data behind them. We build the plumbing that makes your data trustworthy, current and usable by AI.
02
Warehousing
Modern warehouse design with clear models your team can query.
03
Retrieval and vector stores
Chunking, embedding and indexing so AI can search your knowledge accurately.
04
Knowledge graphs
Entities and relationships made explicit, for reasoning that plain search can’t do.
05
Data quality
Automated checks for freshness, completeness and anomalies, with alerts.
06
Governance
Lineage, access control and retention policies built in from the first table.
How it works
Four steps, one accountable team.
01
Inventory
We map your data sources, owners and the questions the business needs answered.
02
Model
We design schemas and flows around how AI and people will use the data.
03
Build
Pipelines with tests and monitoring, deployed incrementally.
04
Run
Ongoing operation, quality monitoring and changes as your systems evolve.
What you get
Delivered, documented, operated.
- Source-to-model data map
- Tested, monitored pipelines
- Warehouse or vector store ready for AI
- Data quality dashboard
- Lineage and access documentation
- Ongoing operation and support
Works with
PostgreSQLSnowflakeBigQueryDatabricksdbtAirflowpgvectorNeo4j
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Custom model fine-tuning, retrieval-augmented generation and full AI applications.
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Environments for model serving, fine-tuning and inference in the cloud, on your premises or both.
Learn more Related serviceAI Integration
We connect AI to your EHR, practice management, ERP, CRM and telephony using secure, decoupled integration patterns.
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Start a conversation
See what AI data engineering could do in your operation.
Tell us about the problem. We'll give you an honest assessment of whether AI solves it, what it takes and what it will cost.