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.

QMAI 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. QMAI 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
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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 QMAI.

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 QMAI against it.

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