QUANTUM INFRASTRUCTUREClassical AI — binary bits (0 or 1), sequential reasoning.·Quantum AI — qubits in superposition, evaluate many states in parallel.
Results

Test results and client outcomes.

QMVI is benchmarked against real BME jobs — IFC drawings, embedded BOMs, and client piping specifications. Every result is validated by BME's procurement team before it's published.

Energy / Refinery

Goodyear C4C6 Splitter Replacement

Refinery EPC · Gulf Coast
12 IFC sheets · 1H1C piping spec

Representative branch-heavy, continuation-heavy isometric set with embedded BOM and client piping specification. QMVI produced a validated BOM, weld count, and quote-ready package under BME human-in-the-loop oversight.

Cycle time
Days vs weeks
Labor saved
~240 hrs
BOM accuracy
Validated by BME
Data Centers

Hyperscale Data Center · Mechanical Piping

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Coming soon

Placeholder for upcoming data center benchmark. Results to be published as deployments complete.

Cycle time
Labor saved
BOM accuracy
Mining

Copper Mine · Process Water Piping

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Coming soon

Placeholder for upcoming mining benchmark. Results to be published as deployments complete.

Cycle time
Labor saved
BOM accuracy
Benchmarks

What 'good' looks like on QMVI.

Targets from internal BME benchmark runs across representative project workflows.

~80%
Workflow automated
200–260 hrs
Labor removed per project
Days
Quote-ready turnaround
$20–26K
Direct labor savings*

*Based on 320 labor-hours per representative project workflow at a $100/hr blended burden.

Have a drawing package? We'll benchmark QMVI against it.

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