Insight Engineered AI
Newcastle / Lake Macquarie, NSW

Sole-trader consultancy • Agentic AI • Data engineering

Agentic AI + Data Engineering that ships measurable outcomes.

I design and build reliable data pipelines and autonomous AI systems that automate workflows, improve data quality, and deliver decision-ready insights — without the hype.

Outcome-driven
Build the smallest reliable solution that proves value fast.
Trustable
Logs, evaluation, replay, guardrails.
Production-minded
Security, monitoring, and runbooks.

Services

Start with one workflow, prove value, then expand into reliable data + AI foundations.

AI Workflow Automation

Replace repetitive work with traceable AI agents.

  • Email → CRM enrichment, routing, follow-ups
  • Document extraction (invoices/forms/PDFs)
  • Automated KPI narratives + exception detection
  • Guardrails: approvals, logs, replay, escalation

Data Pipeline Engineering

Modern ingestion + modelling built for reliability.

  • API ingestion, validation, incremental loads
  • Data quality gates and anomaly detection
  • Warehouse/lakehouse modelling aligned to KPIs
  • Monitoring/alerting with runbooks

Custom AI Agent Systems (RAG + Tools)

Assistants grounded in your data and systems.

  • RAG over internal docs, SOPs, policies
  • Tool use: databases, APIs, ticketing
  • Evaluation harness + regression checks
  • Security-minded deployment patterns

Packages

Fixed scope, clear outcomes, SME-friendly delivery.

Starter — Opportunity Map

From $1,250 AUD • 1–2 weeks

  • Current-state assessment
  • Top opportunities ranked by ROI
  • Target architecture + phased plan
  • Tooling + security cost estimate

Scale — Data Platform Foundation

From $8,500 AUD • 4–8 weeks

  • Ingestion + quality gates + ownership model
  • Model aligned to KPIs and reporting
  • Operational monitoring + alerts
  • BAU-ready docs and support options

Let’s talk

Tell me what you want to automate or measure — I’ll suggest the smallest reliable solution.