Demo Mode
MW

Retrieval

Ask anything about a job and get an answer you can defend — every claim cites the email, drawing, or call it came from, older versions are set aside, and it won't guess when the evidence isn't there. (Under the hood: hybrid vector + keyword + graph retrieval.)

Methods & architecture

29

Corpus chunks

29 / 15 / 7

Lane hits (V / K / G)

4

Superseded demoted

180 ms

Latency

Query expanded with synonyms:+rev+drawing+set

Vector lane

top 5

Keyword lane

top 5

Graph lane

top 5

Reciprocal Rank Fusion → temporal provenance re-rank

EvidenceLanesRRF Recency ProvenanceFinal
0.049582% Governing0.0454
0.046677% Governing0.0417
0.043291% Governing0.0414
0.046651% Governing0.0364
0.031394% Governing0.0304
0.029997% Governing0.0294
0.027688% Governing0.0260
0.027191% Governing0.0260

Grounded answer

High confidence

The current approved drawing for the Harborline railing is Rev C, approved by Harborline GC on May 9. The SharePoint shop folder still marks Rev B as ACTIVE — that is the active conflict.

Temporal provenance: All retrieved evidence is currently governing — no superseded sources in the top results.

Recommended: Make Rev C the single active revision and archive Rev B with a SUPERSEDED stamp so the shop cannot pull it.

Citations — grounded in governing evidence only

Trust & coverage

High confidence
91%evidence coverage

Grounded in 10 currently-governing sources; 0 superseded sources were demoted and excluded.

What we know (10)

  • Harborline_Railing_Rev_C_APPROVED.pdf — governing on Harborline Tower (final 0.045)
  • Harborline_Coordination_Teams_May_7.txt — governing on Harborline Tower (final 0.042)
  • Harborline_RFI_Log.xlsx — governing on Harborline Tower (final 0.041)
  • Harborline_Railing_Spec_Section_05.pdf — governing on Harborline Tower (final 0.036)

What we don't know

  • Has the shop foreman formally acknowledged Rev C?
  • Does Rev C change material take-off enough to require a priced change order?
  • Is the promised May 27 install date still feasible under Rev C?
  • Does RFI-014 push the topping-out milestone, and is the GC aware?

Related, fully grounded

AI suggestions — where to look next

grounded · hover for the why