At Spartan Waterproofing the bottleneck was not the work. It was the follow-up. A Nemotron 3 Super draft lands in under 20 seconds — open-weight model, Queensland-located infrastructure, no third-party API call. Mario reviews on his phone and sends before the lead cools.
Where the time was leaking
Spartan did not need more admin. It needed follow-up to move at the same speed as incoming work, without losing Mario's judgement.
Lead arrival
Enquiries land while Mario is on site, driving between jobs, or closing out paperwork.
Response drift
Replies had moved from minutes to hours, sometimes overnight.
Customer trust
Every response still had to sound like the operator customers trust.
Before
After
Response time
Hours to respond
Under 20 seconds
Starting point
Starting from scratch
Draft ready when the enquiry arrives
Coverage
Enquiries waiting in the queue
Every enquiry answered same day
Operator load
Writing replies after hours
Reviewing drafts in the flow of work
The system Mario sees
An AI response system that drafts replies in Mario's voice, a phone-ready review portal, and a cleaner enquiry path around the workflow.
AI Drafting
Contextual first drafts based on previous enquiries and Mario's review patterns, ready for fast human sign-off.
Review Portal
Mario reviews, edits, and sends from his phone while the original enquiry context stays in view.
Outcome Tracking
Outcome tracking captures which conversations become booked jobs, so Mario can see what works.
Technical approach
Vector search pulls the five most relevant past enquiries into each draft, so every response starts from relevant context.
Mario's approval stays in the release path. His edits are captured so future drafts can learn from them.
Processing stays on Queensland-located infrastructure. Mario's enquiry data does not leave Australia and does not pass through a third-party LLM API.
Results
Draft ready in
Under 20s
Draft ready for Mario to review before the lead goes cold.
Human judgement
Every message is reviewed before it reaches a customer.
Operator load
Reviewing quality drafts replaces blank-page writing.
Learning loop
Edits and real job outcomes sharpen the workflow.
“Every enquiry gets a quality response the same day. I can take on more work without bringing on more people.”
When this pattern earns its cost
Fast-response revenue
Leads lose value when replies wait hours instead of minutes.
Owner judgement
The operator still reviews the message before it reaches the customer.
Repeat enquiries
Past jobs, edits, and outcomes give each draft real context.
Outcome pressure
The business cares which communication patterns win work.