Your AI is only as good as the data you dare to give it.
Governance, privacy and pipelines that make enterprise data safe to put in front of a model.
Legal won't sign off, so the pilot runs on toy data — and proves nothing. Or worse: it runs on real data, and nobody can say where the customer records went. Between 'we can't use our data' and 'we shouldn't have used our data' sits the layer most AI programmes never build.
- PII-safe pipelines detection and redaction (DLP) built into the flow, so sensitive fields never reach the model, the vector store, or the logs.
- Secure document processing encrypted intake, key management that keeps plaintext out of job graphs, and auditable handling end to end. We've built this pattern for one of Europe's largest telecoms.
- Data contracts and quality gates producers and consumers agree schemas and thresholds; bad data stops at the door instead of surfacing in an answer.
- Vector stores and knowledge bases retrieval layers built on governed sources with lineage back to the record — so every AI answer has a traceable origin.
- Readiness assessment two weeks, one honest report: what your AI use cases need, what your data can support today, and the shortest path between the two.
- Weeks 1–2 — Assessment Data inventory against target use cases, privacy and regulatory constraints mapped, gap analysis.
- Weeks 3–8 — Build The governed pipeline for your first real use case — redaction, contracts, retrieval — proven on production data with your security team in the room.
- Handover Controls documented, monitoring live, patterns reusable for every use case that follows.
We designed and built secure data-for-AI pipelines for Vodafone's enterprise GenAI platform: PGP-encrypted document intake, DLP-based PII redaction, HashiCorp Vault key management — publishing governed output for AI use, with private keys and plaintext PII never persisted. Regulatory-grade data handling is where we started: our founder architected adverse-drug-reaction platforms serving 28 EU countries at the European Medicines Agency.
GCP DLP · HashiCorp Vault · Dataflow · BigQuery · Dataplex · vector databases · PGP/GnuPG · VPC Service Controls · Collibra · Terraform
Tell us what legal said no to. That's usually where we start.
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