A governed graph layer over your existing systems. Your AI gets one agreed map of the business. Auditors get lineage. Regulators get documentation. Engineers get to stop fighting four definitions of customer.
Your existing data warehouse, lakehouse, operational systems and SaaS tools stay where they are. We do not propose to move them, replace them, or migrate them. The risk and cost of doing that have killed more transformation programmes than the underlying problem ever did.
Instead we build a thin governed graph on top. Federated connectors to your existing systems. A unified ontology. Access controls enforced at query time. An audit trail that survives a regulator visit.
The data still lives where it lives. Your AI agents now have one place to ask, with one set of rules and one citable source of truth.
Snowflake, Databricks, Azure, AWS, on-prem Oracle, Salesforce, SAP, ServiceNow. Whatever you have. Read-only by default, write paths only where business logic demands it.
One agreed definition of every entity that matters. Customer, product, transaction, claim, asset. Versioned in OWL or SHACL. Reviewed by the business, owned by the CDO.
The full instantiated graph. Every customer, every transaction, every relationship, governed and queryable. RDF, property graph or hybrid, depending on your stack.
When an agent asks a question, it gets back a focused subgraph relevant to that question, not a vector blob. The agent reasons. We cite the path back to source.
Row-level and entity-level enforcement at query time. Every inference logged with its supporting subgraph. Article 12 traceability built in, not bolted on.
SRE-grade monitoring, on-call, runbooks. Built so your team owns the platform from day 90, not day 900.
Every artefact we produce is in an open standard you could maintain without us. We do not believe in proprietary ontology formats, captive query languages or closed graph engines.
We do not start projects we cannot demonstrate value from inside one quarter. If a 90 day first value horizon is not achievable, the project is too big and we need to break it into smaller foundations.
A typical engagement runs 3 to 6 months with a small embedded team (usually 2 to 4 of our engineers working alongside 2 to 6 of yours). Larger enterprise foundations run longer, but always with a 90 day first-value milestone built in.
Book a call. We will scope a build that fits the foundations work to your existing systems, not the other way around.
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