Evaluation, observability and governance · practised
Evaluation, observability and governance
Defining quality gates, measurable pilots, privacy-safe telemetry, safety boundaries, and human checkpoints before an AI capability scales.
Austin led validation and pilot execution for a GenAI presentation solution tested by more than 250 global users.
The same evidence-first approach appears in AI Austin’s evaluation corpus, content-free operational metrics, guardrails, consent controls, and explicit direct-contact fallback.
Evidence relationships
Where this practice shows up.
An anonymized enterprise case study in turning Google Imagen generation and editing capabilities into a globally adopted creative workflow.
Project · completeGenAI slide solution evaluation and rolloutAn anonymized enterprise case study covering SaaS sourcing, validation, pilot design, stakeholder alignment, and launch for AI-assisted presentations.
Project · completeLLM SEO and RAG servicesTwo enterprise proofs of concept exploring governed content generation, webpage auditing, quality scoring, and BigQuery-powered retrieval.