Engineering the Intelligence Behind Infrastructure
We build the agentic systems, technical infrastructure and tools that power high-stakes engineering and asset-intensive organisations.
Book a Sprint→Why Choose Agentic AI Engineering?
The traditional dev shop problem—and our solution
The Traditional Dev Shop Problem
- Hiring specialized AI talent is slow and expensive
- Traditional dev shops don't understand GIS, asset lifecycles, or technical infrastructure data
- Hourly billing creates misaligned incentives
- Long development cycles miss market windows
The GrowLab Solution
- Engineers who speak both Python and Civil Engineering
- We use AI to build AI—moving 10x faster than traditional cycles
- Outcome-based pricing aligns our success with yours
- Bi-weekly sprints keep momentum high
What AI Solutions Do We Build?
Production-grade tools for infrastructure firms
Data Engineering & Cleansing
Re-baselining your asset data quality. We automate the cleaning, validation, and structuring of legacy asset registers—turning decades of spreadsheets and field notes into queryable intelligence that supports AMP planning and CAPEX prioritization.
Example Use Cases:
- →Automated data ingestion from drones, sensors, and site photos
- →Legacy data migration and cleansing
- →AMP and LTP data preparation
- →CAPEX project prioritization
Custom Multi-Agent Systems
Purpose-built AI agents for Council infrastructure workflows—from automated maintenance scheduling to regulatory compliance checks. Each agent helps engineers make data-backed decisions that improve service delivery while reducing costs for ratepayers.
Example Use Cases:
- →Autonomous maintenance scheduling
- →AMP compliance monitoring
- →LTP project prioritization
- →Ratepayer cost-benefit analysis
Custom Tool Development
Full-stack development of tools designed specifically for the field and the office—optimized for asset owners and operators. From mobile inspection apps to dashboard analytics.
Example Use Cases:
- →Field inspection apps
- →Asset management dashboards
- →IoT sensor integration
- →Real-time monitoring systems
How Does Outcome-Based Engineering Work?
No hourly billing. No scope creep. Just results.
Dedicated Pods
What You Get
Your dedicated squad that understands your domain and your goals. Technical Product Manager + AI Engineers working exclusively on your backlog.
Bi-Weekly Sprints
Regular Delivery Cadence
You prioritize the backlog; we ship every two weeks. Predictable velocity, measurable progress, and continuous deployment.
Story Point Pricing
Outcome-Based Billing
We charge based on story points completed. If we don't ship, you don't pay. Simple, transparent, and aligned with your success.
Continuous Improvement
Iterative Refinement
Each sprint builds on the last. We learn your domain and get faster over time. Your velocity accelerates as we understand your needs.
Story Point Examples:
API integration, data pipeline fix, minor feature enhancement
Custom agent development, dashboard feature, workflow automation
Full RAG system, multi-agent workflow, complete app module
Why Infrastructure Firms Choose GrowLab
The built environment edge
Engineers Who Speak Your Language
Our team includes Civil Engineers and Asset Management specialists who've worked on 50+ ANZ Council projects. We understand AMPs, LTPs, and CAPEX planning—and why the difference between a culvert and a conduit matters for your asset register.
Local & Private AI Deployments
Sensitive infrastructure and government council data stays on your servers. We specialize in air-gapped, on-premise AI deployments that meet compliance requirements.
Digitizing the Physical World
From sensors to IoT to spatial data—we bridge the gap between physical infrastructure and digital intelligence. We've worked with SCADA, GIS, and legacy ERP systems.
How We Slot Into Your Team
Seamless integration with your existing workflows
Discovery Sprint (Week 1)
Understand your data landscape, map existing workflows, identify quick wins, and define initial backlog.
Build Sprints (Bi-Weekly)
Sprint planning with your stakeholders, daily async updates, end-of-sprint demos, and continuous deployment.
Handoff & Training
Complete documentation, knowledge transfer sessions, ongoing support options, and source code ownership.
Ready to Build?
Book a discovery sprint and let's ship tools that transform your business.