Everyone claims accuracy. Here is ours.

Every gate below states the engine, the value, the date it was measured and the caveat.

  • AS 4254.2
  • AS 1668.2
  • DW/143
  • DW/144
  • NCC
  • ISO 19650
  • IFC

Numbers that carry their own working.

Tagged assets on a live rail station project

Every row carries its basis.

2,459

Of those, placed in a room

The other 4 percent are reported as withheld, with the reason.

96%

Numbers written by a language model

Every quantity comes from a deterministic engine.

0

Archie is not a tool your team uses. It is a member of your team.

Meet the Archie brain

Every gate, its value, and the date it was measured.

Room attribution

89 of 103

Sealed held-out rooms, room number

Rows sealed before any work began and never read during development, against a range committed before the run.

Room attribution

79 of 103

Sealed held-out rooms, full room code

Same sealed set, scored on the full room code rather than the number alone.

Room attribution

328 of 339

Open review set, full room code, after rulings applied

The visible development set, not the sealed one. Diagnostic accuracy is always the optimistic one.

Visual room check

0 of 148 raised

Unresolved position-versus-room flags at close-out

148 assets whose computed position sat in a different architectural room than the one assigned. Each ruling became a rule, and the count went to zero.

Duct take-off

Within 0.06 percent

Independent clean-room reconstruction

Rebuilt twice from scratch by independent agents given only the raw inputs and the review notes, with a blindness audit.

Document review

220 of 220 across 10 documents

Full review round actioned, comment by comment

A chartered mechanical commissioning engineer's complete review. Every comment became a corrected rule or a permanent regression case.

Rulings pipeline

191 rulings

Engineer and client rulings applied to the data

Each ruling is labelled on the row it changed, and a ruled row is excluded from every score.

Asset identification

99.5 percent recall, 97.4 percent precision

Identification across a full building level, against a real project model

This gate measures identification, finding and classifying the asset, not placing it in a room.

Pipework extraction

784 against 775, a 95.4 percent match

Cross-source count check, model against schedule

Across 25 level-and-category cells, cross-checked against an independently computed figure. This validates counts, not lengths.

Pipework extraction

Agreement to 0.004 percent

Two-codepath internal consistency, pipe length

Internal consistency between two independently coded aggregators, not correctness against an external source, because no external length source exists.

Scope reconciliation

11 gaps of 25

Specification systems assessed against the priced bill, on a live tender

Every gap is traced to a specification section and page. A gap is an exposure to investigate, not automatically an unpriced item.

Measured on a live rail station project, with nothing retained afterwards.

How a sealed exam is run

  • A fifth of the register sealed before work starts
  • A scored run needs a milestone registered in advance
  • Nothing changes until a fresh diagnostic gate
  • Hypotheses are pre-registered, and failures stay recorded
  • Every run logged with its code version and leak check
  • A ruled row leaves every score
  • Model output is never presented as human-reviewed
  • Roadmap: a blind proof on a second project