AI Information Scientist

The Role

AI systems don’t fail because of bad models. They fail because of bad libraries, outdated documents cited as current, knowledge that exists but can’t be found, datasets that are technically present but practically untrustworthy.

The AI Information Scientist owns that problem. This is not a traditional data engineering role. It sits at the intersection of data governance, knowledge management, and AI delivery. You will design and maintain the catalogues, metadata schemas, quality frameworks, and lineage structures that every AI system in The Foundry depends on, and you will work directly alongside AI Engineers to connect retrieval systems to the clean, context-aware knowledge stores you’ve built.

Think of it this way: the AI Engineer builds the system that searches the library. You build the library.

What You'll Do

• Design and maintain data catalogues for AI projects using platforms such as DataHub, OpenMetadata, Apache Atlas, Collibra, or cloud-native equivalents (AWS Glue Data Catalog, Azure Purview, GCP Dataplex).

• Define metadata schemas and taxonomy standards — type, version, jurisdiction, validity period, confidence tier — so retrieval systems know not just what a document is, but when it applies and how much to trust it.

• Assess data quality across client and internal assets using tools like Great Expectations, dbt tests, or Soda; flag stale, superseded, or ambiguous records before they reach the AI layer.

• Build and maintain data lineage so every AI-generated output can be traced back to its source, version, and validity period — making outputs auditable, not just accurate.

• Design automated ingestion workflows and nightly quality checks that keep catalogues current without constant manual intervention.

• Partner with The Foundry engineers to connect RAG pipelines and agentic retrieval systems to catalogue APIs, and with The Labs strategists to map client data estates before a project begins.

What We're Looking For

• A background in data governance, information management, knowledge management, or records management — with genuine interest in how that work enables AI delivery.

• Hands-on experience with at least one data catalogue platform (DataHub, OpenMetadata, Collibra, Alation, Apache Atlas, or a major cloud equivalent) and familiarity with metadata standards such as JSON-LD, Dublin Core, or domain-specific ontologies.

• Strong SQL skills; working Python for data profiling, quality scripting, and metadata automation; and comfort with dbt or OpenLineage for lineage tracking.

• Understanding of vector databases and RAG architecture — enough to know how metadata quality directly affects retrieval precision.

• Experience in regulated or high-stakes data environments where provenance and auditability genuinely matter: financial services, insurance, government, healthcare, or similar.

• A collaborative, low-ego disposition. The Data Librarian’s work is structural and often invisible. The glory goes to the AI system. You are fine with that.

Bonus: A formal background in library or information science. Experience with knowledge graphs (Neo4j, RDF, SPARQL). Prior consulting or agency delivery experience.

Life at Bilue

• Client-focused: We are dedicated to delivering exceptional value to our clients while supporting each other to achieve collective success.
• Internal coaching: We prioritise personal and professional growth, emphasising continuous learning and up-skilling.
• Flat structure: We operate with a flat structure, where our casual, approachable executive leadership team (ELT) ensures everyone’s voice is heard.
• Internal communities: We build and nurture internal communities for knowledge sharing and collaboration, keeping everyone connected and informed.
• Flexible: We offer full time remote working for all of our Manila based employees, but stay connected via Slack and Zoom.

Additional Information

• Candidates must be based within the metropolitan area of Manila with a strong reliable internet connection.
• Working hours are expected to be Australian Eastern Standard Time. (7am - 3.30pm PHT)

Bilue is a digital consultancy that designs and builds smart, user-friendly technology for some of Australia’s most well-known businesses. From mobile apps to beautifully designed web platforms and digital experiences, we create solutions that drive impact and deliver exceptional customer outcomes.

Our culture is people-first and purpose-driven. We’re a down-to-earth, values-led team with offices in Sydney and Melbourne, and a growing presence in Manila. We genuinely enjoy working together, whether we’re solving tough tech problems, brainstorming creative solutions, or grabbing a coffee between meetings. Curiosity is encouraged. Collaboration is second nature.

We value excellence, not ego, and back each other to do great work without micromanagement. With low politics and high trust, it’s a place where delivery people, designers, and engineers genuinely connect, and where everyone has a voice, space to grow, and a little fun along the way.