Live pilot evidence

Arcade Star Constructions LLC

A scale-validation pilot that processed a multi-format tender corpus and separated quantified work from items requiring manual review.

Pilot facts

Pilot
Tender 2843
Project
Sea Coral
Location
Deira Island, Dubai
Type
G+2P+8 residential tower
1,557
tender files ingested

An 8.16 GB corpus spanning the issued tender package.

Recorded results

What the pilot recorded

682 / 0CAD conversions / recorded read errors

682 DWG files were converted to DXF; the run recorded no read errors.

1,466Bill lines across 15 sections

979 machine-quantified; 487 routed to manual review with a stated reason.

46 / 47Door and window marks matched

Item-universe coverage against issued schedules—not quantity accuracy.

216 / 165Findings / RFIs

216 documented findings supported a 165-item RFI schedule.

Evidence basis

Pilot-recorded internal evidence drawn from the build artefacts described in the Construction Take-off Suite dossier. It is not an independent third-party certification.

  • The corpus included 2,325 PDF pages and 682 CAD files.
  • Nine sampled section quantities were independently re-derived; all nine matched the persisted calculations.
  • The issued client bill contained no numeric quantity cells, so an engine-versus-client quantity benchmark could not be computed.

Read with scope

These constraints travel with the metrics. They are part of the result, not fine print.

  1. The quantity benchmark was correctly declared NOT_COMPARABLE because the issued bill was unquantified.
  2. The 46-of-47 result measures mark coverage only. It must not be presented as quantity accuracy.
  3. The bill was not fully automated: 979 of 1,466 lines were machine-quantified and 487 were explicitly assigned to manual review.
  4. The nine matching re-derivations were an audit sample, not verification of every bill line.

Read the Construction Take-off Suite case study

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