Grouped by who is asking. Every answer below is quoted from the assistant, recorded against
the sample project on 17 September 2026 and cut only for length. It answers from the project
loaded in front of it and from nothing else, which is why the second one reads as it does.
Estimator
“Which quantities did this takeoff produce,
and which of them are missing?”
It answered: “The takeoff produced the following
quantities: Concrete slab: 13.19 m³. Concrete footing: 8.44 m³. Concrete foundation wall:
0 m³. Framing lumber: 814 bf. Wall sheathing: 213.1 m². Roof sheathing: 146 m². Drywall
sheets: 319 sheets…”
Project manager
“What are the most serious findings in this
audit?”
It answered: “The provided context includes a takeoff and
metrics summary for the project, but no audit findings are listed or described in the
data. Therefore, there are no serious findings in this audit — because the audit results
section is empty or not included in the given context.”
That project had a takeoff and no audit run against it. The assistant said so instead of
producing findings, which is the behaviour worth showing.
Project manager
“What did this audit not check?”
It answered: “Electrical systems (receptacles, switches,
luminaires, smoke and CO alarms, panels) — all counts are zero, indicating no electrical
fixtures were included in the takeoff. Low-voltage devices — count is zero. Plumbing
fixtures — only 10 fixtures…”
Owner or client
“Explain in one paragraph what this drawing
set is for.”
It answered: “A comprehensive construction blueprint
detailing the design and specifications for a two-storey residential building with 4
bedrooms, 3 bathrooms, and a total gross floor area of 263.8 m² (2,840 ft²). It includes
takeoff quantities for key materials such as concrete, framing lumber, wall and roof
sheathing, insulation, drywall…”
The assistant reads what is loaded in the program and answers from that. It never selects or
runs anything on its own: an instruction that would change a number is shown as a plan first,
and applied only when somebody presses Apply.