Drawing to BOQpipeline control sheet
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Building 2

mkpa_techno_building_2025_job_020_structural_43ddbb3f10-a7e6f52557d94fa59120d99e45893862 · Building

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 crops64 crops · 0 readconfigured openai/gpt-5.6-terra-pro · about 36¢ for 64 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.

64 crops, none read yet.

Page 124 crops · 0 read
item · 2230 × 3253

1St Floor Beams

page 1 · 1st_floor_beams_p01_r31
1St Floor Beams

Not read yet. Press Analyse crops.

1St Floor Beams

not analysed

1st_floor_beams_p01_r31

Not read yet. Press Analyse crops, or read this one on its own.

item · 2909 × 3323

2Nd Floor Beams

page 1 · 2nd_floor_beams_p01_r32
2Nd Floor Beams

Not read yet. Press Analyse crops.

2Nd Floor Beams

not analysed

2nd_floor_beams_p01_r32

Not read yet. Press Analyse crops, or read this one on its own.

item · 2857 × 3024

3Rd Floor Beams

page 1 · 3rd_floor_beams_p01_r23
3Rd Floor Beams

Not read yet. Press Analyse crops.

3Rd Floor Beams

not analysed

3rd_floor_beams_p01_r23

Not read yet. Press Analyse crops, or read this one on its own.

item · 2783 × 2614

Architect Engineer Certification

page 1 · architect_engineer_certification_p01_r18
Architect Engineer Certification

Not read yet. Press Analyse crops.

Architect Engineer Certification

not analysed

architect_engineer_certification_p01_r18

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item · 3452 × 2223

Beam Column Joint

page 1 · beam_column_joint_p01_r07
Beam Column Joint

Not read yet. Press Analyse crops.

Beam Column Joint

not analysed

beam_column_joint_p01_r07

Not read yet. Press Analyse crops, or read this one on its own.

item · 1337 × 2781

Beam Column Junction

page 1 · beam_column_junction_p01_r12
Beam Column Junction

Not read yet. Press Analyse crops.

Beam Column Junction

not analysed

beam_column_junction_p01_r12

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item · 1288 × 2774

Beam Column Junction

page 1 · beam_column_junction_p01_r13
Beam Column Junction

Not read yet. Press Analyse crops.

Beam Column Junction

not analysed

beam_column_junction_p01_r13

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item · 2432 × 2910

Beam Framing Scr Roof

page 1 · beam_framing_scr_roof_p01_r25
Beam Framing Scr Roof

Not read yet. Press Analyse crops.

Beam Framing Scr Roof

not analysed

beam_framing_scr_roof_p01_r25

Not read yet. Press Analyse crops, or read this one on its own.

item · 2521 × 2371

Beam Layout

page 1 · beam_layout_p01_r19
Beam Layout

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Beam Layout

not analysed

beam_layout_p01_r19

Not read yet. Press Analyse crops, or read this one on its own.

item · 2262 × 2161

Beam Layout

page 1 · beam_layout_p01_r20
Beam Layout

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Beam Layout

not analysed

beam_layout_p01_r20

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item · 5867 × 2236

Beam Reinforcement

page 1 · beam_reinforcement_p01_r06
Beam Reinforcement

Not read yet. Press Analyse crops.

Beam Reinforcement

not analysed

beam_reinforcement_p01_r06

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item · 3324 × 3550

Column And Tie Beam Reinforcement Schedules

page 1 · column_and_tie_beam_reinforcement_schedules_p01_r04
Column And Tie Beam Reinforcement Schedules

Not read yet. Press Analyse crops.

Column And Tie Beam Reinforcement Schedules

not analysed

column_and_tie_beam_reinforcement_schedules_p01_r04

Not read yet. Press Analyse crops, or read this one on its own.

item · 2705 × 3618

Columns

page 1 · columns_p01_r29
Columns

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Columns

not analysed

columns_p01_r29

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item · 3224 × 5884

Drawing Header

page 1 · drawing_header_p01_r02
Drawing Header

Not read yet. Press Analyse crops.

Drawing Header

not analysed

drawing_header_p01_r02

Not read yet. Press Analyse crops, or read this one on its own.

item · 1406 × 908

Floor Beam Fb1

page 1 · floor_beam_fb1_p01_r11
Floor Beam Fb1

Not read yet. Press Analyse crops.

Floor Beam Fb1

not analysed

floor_beam_fb1_p01_r11cross section

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item · 1485 × 1244

Floor Beam Fb2

page 1 · floor_beam_fb2_p01_r14
Floor Beam Fb2

Not read yet. Press Analyse crops.

Floor Beam Fb2

not analysed

floor_beam_fb2_p01_r14cross section

Not read yet. Press Analyse crops, or read this one on its own.

item · 2804 × 3041

General Construction Notes And Specifications

page 1 · general_construction_notes_and_specifications_p01_r27
General Construction Notes And Specifications

Not read yet. Press Analyse crops.

General Construction Notes And Specifications

not analysed

general_construction_notes_and_specifications_p01_r27

Not read yet. Press Analyse crops, or read this one on its own.

item · 4063 × 4624

Lift Foundation And Pile Section Details

page 1 · lift_foundation_and_pile_section_details_p01_r09
Lift Foundation And Pile Section Details

Not read yet. Press Analyse crops.

Lift Foundation And Pile Section Details

not analysed

lift_foundation_and_pile_section_details_p01_r09

Not read yet. Press Analyse crops, or read this one on its own.

item · 3557 × 2819

Lift Pit Foundation

page 1 · lift_pit_foundation_p01_r10
Lift Pit Foundation

Not read yet. Press Analyse crops.

Lift Pit Foundation

not analysed

lift_pit_foundation_p01_r10

Not read yet. Press Analyse crops, or read this one on its own.

crop · 3080 × 11589

p01_r01 sheet title block and notes

page 1 · mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r01_sheet_title_block_and_notes
p01_r01 sheet title block and notes

Not read yet. Press Analyse crops.

p01_r01 sheet title block and notes

not analysed

mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r01_sheet_title_block_and_notes

Not read yet. Press Analyse crops, or read this one on its own.

crop · 3158 × 5837

p01_r02 gd 281

page 1 · mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r02_gd_281
p01_r02 gd 281

Not read yet. Press Analyse crops.

p01_r02 gd 281

not analysed

mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r02_gd_281

Not read yet. Press Analyse crops, or read this one on its own.

crop · 3830 × 7576

p01_r03 schedule of columns etc

page 1 · mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r03_schedule_of_columns_etc
p01_r03 schedule of columns etc

Not read yet. Press Analyse crops.

p01_r03 schedule of columns etc

not analysed

mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r03_schedule_of_columns_etc

Not read yet. Press Analyse crops, or read this one on its own.

crop · 3259 × 3503

p01_r04 table of column sizes and reinforcement

page 1 · mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r04_table_of_column_sizes_and_reinforcement
p01_r04 table of column sizes and reinforcement

Not read yet. Press Analyse crops.

p01_r04 table of column sizes and reinforcement

not analysed

mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r04_table_of_column_sizes_and_reinforcement

Not read yet. Press Analyse crops, or read this one on its own.

crop · 9043 × 1534

p01_r05 typical long section of slab typical reinforcement details of beam

page 1 · mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r05_typical_long_section_of_slab_typical_reinforcement_details_of_beam
p01_r05 typical long section of slab typical reinforcement details of beam

Not read yet. Press Analyse crops.

p01_r05 typical long section of slab typical reinforcement details of beam

not analysed

mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r05_typical_long_section_of_slab_typical_reinforcement_details_of_beam

Not read yet. Press Analyse crops, or read this one on its own.

2Map the itemsnot mapped yetconfigured openai/gpt-5.6-terra-pro · $1.00 → $6.00 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.

Read the crops in step 1 first — there is nothing to group yet.

No items yet. Read the crops in step 1, then map them.
3Match the ontologynot matched yetconfigured openai/gpt-5.6-terra-pro · $1.00 → $6.00 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 · 0 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.

Nothing to index yet — read the crops in step 1 first.

0points stored0points ready0crops0items0tokens embedded

Collection mindmap_vectors, filtered on projectId = mkpa_techno_building_2025_job_020_structural_43ddbb3f10-a7e6f52557d94fa59120d99e45893862.