Drawing to BOQpipeline control sheet
← Projectsmindmap

LASA

structural_drawings_pkg_1-3a00d67cc0f5418d9c5b997271cdb1a5 · Bridge

Models

Step 1 sends drawing crops, so it needs a model that can see them. Steps 2 and 3 send step 1’s readings as text — a text-only model with a large context is a fair answer there.

1Read the crops50 crops · 49 read · 233 objects · 871 measurementsconfigured openai/gpt-5.6-terra-pro · about 1¢ for 1 crops · default

Every cropped image from the cropping run, page by page, with what the model read off it: view, objects, measurements, notes and labels. Click a crop to see it beside its JSON.

49 of 50 crops read · 1 failed. Analysing again retries only those.

50crops49read233objects found871measurements760,198tokens in245,613tokens out

Validation — 36 of 49 crops match at least one agent · ~94 billed calls · Reinforcement 7 · Concrete 35 · Dimension LF 26

Page 32 crops · 2 read
crop · 972 × 535

p03_r03 general note referencing related drawing sheets

page 3 · structural_drawings_pkg_1_3a00d67cc0f5418d9c5b997271cdb1a5_p03_r03_general_note_referencing_related_drawing_sheets
Original
p03_r03 general note referencing related drawing sheets
{
  "view": "Title Block",
  "objects": [],
  "measurements": [],
  "notes": [
    "READ THIS DRAWING IN CONJUNCTION WITH OTHER SHEETS OF THE SAME DRAWING NUMBER"
  ],
  "labels": [
    "NOTES:",
    "DRG. NO.",
    "73580A\\LASA\\STR\\MJBR5\\GA-01",
    "REV.",
    "R0",
    "SCALE :-",
    "AS SHOWN"
  ],
  "description": "This crop shows a fragment of the drawing title block and a boxed general note. It identifies drawing number 73580A\\LASA\\STR\\MJBR5\\GA-01, revision R0, and scale as shown; no constructional elements are depicted."
}

p03_r03 general note referencing related drawing sheets

done

structural_drawings_pkg_1_3a00d67cc0f5418d9c5b997271cdb1a5_p03_r03_general_note_referencing_related_drawing_sheets

Title Block1 note · 7 labels

This crop shows a fragment of the drawing title block and a boxed general note. It identifies drawing number 73580A\LASA\STR\MJBR5\GA-01, revision R0, and scale as shown; no constructional elements are depicted.

Objects · 0

No objects read. Edit to add one.

Measurements · 0

No measurements read. Edit to add one.

Labels

NOTES:DRG. NO.73580A\LASA\STR\MJBR5\GA-01REV.R0SCALE :-AS SHOWN

Notes

  • READ THIS DRAWING IN CONJUNCTION WITH OTHER SHEETS OF THE SAME DRAWING NUMBER

openai/gpt-5.6-terra-pro · 8287 tokens · 11.1s

crop · 5542 × 514

p03_r04 drawing title drg no client block

page 3 · structural_drawings_pkg_1_3a00d67cc0f5418d9c5b997271cdb1a5_p03_r04_drawing_title_drg_no_client_block
Original
p03_r04 drawing title drg no client block
{
  "view": "Title Block",
  "objects": [],
  "measurements": [
    {
      "label": "SCALE",
      "value": "1:150",
      "unit": "",
      "appliesTo": ""
    },
    {
      "label": "Chainage",
      "value": "64+412",
      "unit": "",
      "appliesTo": "MAJOR BRIDGE"
    },
    {
      "label": "Design KM",
      "value": "64+000",
      "unit": "KM",
      "appliesTo": "PROJECT"
    },
    {
      "label": "Design KM",
      "value": "113+000",
      "unit": "KM",
      "appliesTo": "PROJECT"
    },
    {
      "label": "LENGTH",
      "value": "49.00",
      "unit": "KM",
      "appliesTo": "PROJECT"
    },
    {
      "label": "DATE",
      "value": "DEC. 2025",
      "unit": "",
      "appliesTo": ""
    },
    {
      "label": "SHEET",
      "value": "3 OF 3",
      "unit": "",
      "appliesTo": ""
    },
    {
      "label": "SHEET SIZE",
      "value": "A2",
      "unit": "",
      "appliesTo": ""
    }
  ],
  "notes": [],
  "labels": [
    "DESIGN CONSULTANT:",
    "LEA ASSOCIATES SOUTH ASIA PVT. LTD.,",
    "B-1, E-27, Ind Floor, MOHAN COOPERATIVE",
    "INDUSTRIAL ESTATE, MATHURA ROAD,",
    "NEW DELHI-110044",
    "INDIA",
    "CLIENT:",
    "NATIONAL HIGHWAYS AUTHORITY OF INDIA",
    "(Ministry of Road Transport & Highways)",
    "Government of India",
    "DRAWING TITLE:",
    "GENERAL ARRANGEMENT DRAWING FOR MAJOR",
    "BRIDGE AT CH. 64+412",
    "DRG. NO.",
    "73580AILASAVSTRMJBR5\\GA-01",
    "REV.",
    "R0",
    "PROJECT:",
    "DEVELOPMENT OF 6 LANE GREENFIELD ACCESS-CONTROLLED INDORE EASTERN BYPASS STARTING FROM DESIGN KM 64+000",
    "NEAR PIRKARADIYA VILLAGE AND ENDING AT DESIGN KM 113+000 NEAR SIMROL/DALODA VILLAGE (PACKAGE – 1) ON INDORE",
    "DISTRICT IN THE STATE OF MADYA PRADESH ON EPC MODE. (LENGTH – 49.00 KM)",
    "SCALE : AS SHOWN",
    "DATE: DEC. 2025",
    "DRAWN : KUNAL",
    "DESIGNED",
    "VARUN SINGH",
    "CHECKED",
    "S.MANDAL",
    "APPROVED",
    "U. SEN",
    "(SHEET 3 OF 3)",
    "SHEET SIZE A2",
    "REVISION",
    "MKD.",
    "DATE",
    "DESCRIPTION",
    "BY",
    "SHEETS OF THE SAME DRAWING NUMBER"
  ],
  "description": "This crop is the title block and revision block for a general arrangement drawing for a major bridge at CH. 64+412. It identifies the National Highways Authority of India project, consultant, drawing number, scale, date, drawing personnel, and sheet status; no construction detail is shown in this crop."
}

p03_r04 drawing title drg no client block

done

structural_drawings_pkg_1_3a00d67cc0f5418d9c5b997271cdb1a5_p03_r04_drawing_title_drg_no_client_block

Title Block8 measurements · 38 labels

This crop is the title block and revision block for a general arrangement drawing for a major bridge at CH. 64+412. It identifies the National Highways Authority of India project, consultant, drawing number, scale, date, drawing personnel, and sheet status; no construction detail is shown in this crop.

Objects · 0

No objects read. Edit to add one.

Measurements · 8

MeasurementValueUnitApplies to
SCALE1:150
Chainage64+412MAJOR BRIDGE
Design KM64+000KMPROJECT
Design KM113+000KMPROJECT
LENGTH49.00KMPROJECT
DATEDEC. 2025
SHEET3 OF 3
SHEET SIZEA2

Labels

DESIGN CONSULTANT:LEA ASSOCIATES SOUTH ASIA PVT. LTD.,B-1, E-27, Ind Floor, MOHAN COOPERATIVEINDUSTRIAL ESTATE, MATHURA ROAD,NEW DELHI-110044INDIACLIENT:NATIONAL HIGHWAYS AUTHORITY OF INDIA(Ministry of Road Transport & Highways)Government of IndiaDRAWING TITLE:GENERAL ARRANGEMENT DRAWING FOR MAJORBRIDGE AT CH. 64+412DRG. NO.73580AILASAVSTRMJBR5\GA-01REV.R0PROJECT:DEVELOPMENT OF 6 LANE GREENFIELD ACCESS-CONTROLLED INDORE EASTERN BYPASS STARTING FROM DESIGN KM 64+000NEAR PIRKARADIYA VILLAGE AND ENDING AT DESIGN KM 113+000 NEAR SIMROL/DALODA VILLAGE (PACKAGE – 1) ON INDOREDISTRICT IN THE STATE OF MADYA PRADESH ON EPC MODE. (LENGTH – 49.00 KM)SCALE : AS SHOWNDATE: DEC. 2025DRAWN : KUNALDESIGNEDVARUN SINGHCHECKEDS.MANDALAPPROVEDU. SEN(SHEET 3 OF 3)SHEET SIZE A2REVISIONMKD.DATEDESCRIPTIONBYSHEETS OF THE SAME DRAWING NUMBER

openai/gpt-5.6-terra-pro · 12515 tokens · 27.8s

2Map the itemsnot mapped yetconfigured openai/gpt-5.6-terra-pro · $2.00 → $12.00 per M · default

One set of distinct items across every page. The same bent read as “BENT”, “Interior bent” and “Bent No. 2” is one item here, carrying every page and crop it was seen in. One model call over all of step 1’s readings; the page mapping is resolved from its grouping rather than retyped by it.

No items yet. Read the crops in step 1, then map them.
3Match the ontologynot matched yetconfigured openai/gpt-5.6-terra-pro · $2.00 → $12.00 per M · default

Every item from step 2 compared against the project’s engineering ontology, and then, for each one that lands in a class, a take-off of what that class asks for. The class list goes up as a closed vocabulary, so regional wording resolves without a synonym table — BENT to a pier system, PSC BEAM to a prestressed girder. Any class id that is not in the ontology is rejected rather than stored. The take-off reads every crop behind an item, derives what the drawings imply, shows its arithmetic, and says plainly when a number is not there.

Map the items in step 2 first — there is nothing to classify yet.

Nothing classified yet. Map the items in step 2, then match them here.
◈Index for the agentnot indexed · 1438 points ready

Everything steps 1 and 2 know, written to the vector store for a chat agent to answer from. Cut fine — a point for each object, each measurement and each note, not one per crop — with the page, the crop and the drawing written into every one, so a retrieved number arrives with enough context to be an answer. The readings as a whole and step 2’s items are indexed too, for the questions that are about a drawing rather than a figure.

Re-runnable at any time: each point is keyed to the record it came from, so re-indexing replaces what changed, adds what is new, and drops what the drawings no longer support. Re-read a crop or correct one by hand, then press this.

1438 points ready to index.

0points stored1,438points ready49crops0items0tokens embedded

Collection mindmap_vectors, filtered on projectId = structural_drawings_pkg_1-3a00d67cc0f5418d9c5b997271cdb1a5.