Data readiness
Pipelines, quality, structure and governance, so the models you build later have something trustworthy to learn from and retrieve. Most AI failures are data failures wearing a different hat.

The unglamorous work that decides whether AI works at all.
What we build with it.
The shapes this work usually takes. Yours will differ; the approach won't.
AI-readiness assessment
A clear picture of what data you have, what state it is in and what the first AI use case can realistically use.
Pipelines and warehousing
Reliable ingestion from your systems into a modelled, queryable store.
Quality and governance
Validation, deduplication, PII handling and access controls that satisfy audit.
Content structuring
Documents, records and media prepared for retrieval and training.
Deliverables, not decks.
Everything is handed over as code, data and documentation you own. Nothing depends on us staying.
- Data inventory and readiness report
- Pipeline architecture and implementation
- Data model and warehouse or lakehouse setup
- Quality checks, lineage and monitoring
- PII and access policies implemented in code
- Prioritised AI use-case roadmap
The engagement, step by step.
Inventory
Every source, its owner, its quality and its access rules, in one document.
Fix the flow
Ingestion that runs on schedule, fails loudly and can be replayed.
Model and govern
A schema people can query, with the controls compliance needs.
Prove it with a use case
The first AI feature is built on the new foundation, so readiness is demonstrated rather than declared.
Chosen per project, by score and cost.
Do we need this before any AI work?
Not always all of it. The assessment tells you the minimum needed for your first use case, and what can wait.
How long does an assessment take?
Two to three weeks for most mid-sized companies, ending in a report and a roadmap you can act on with or without us.
Can you work with our existing data team?
Preferably. We embed with them, build alongside them and leave them owning the result.
Need data readiness?
Tell us the problem. We'll come back within one business day with how we'd approach it.
Take the
brighter path.
Tell us what you’re building. We’ll be in touch within one business day.
