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 116 crops · 0 read
crop · 2389 × 3201

p01_r30 tie beam layout

page 1 · mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r30_tie_beam_layout
p01_r30 tie beam layout

Not read yet. Press Analyse crops.

p01_r30 tie beam layout

not analysed

mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r30_tie_beam_layout

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

crop · 2099 × 3159

p01_r31 1st floor beam layout

page 1 · mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r31_1st_floor_beam_layout
p01_r31 1st floor beam layout

Not read yet. Press Analyse crops.

p01_r31 1st floor beam layout

not analysed

mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r31_1st_floor_beam_layout

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

crop · 2778 × 3229

p01_r32 2nd floor beam layout

page 1 · mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r32_2nd_floor_beam_layout
p01_r32 2nd floor beam layout

Not read yet. Press Analyse crops.

p01_r32 2nd floor beam layout

not analysed

mkpa_techno_building_2025_job_020_structural_43ddbb3f10_a7e_3e613d043d_p01_r32_2nd_floor_beam_layout

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

item · 3895 × 7623

Multiple Schedules

page 1 · multiple_schedules_p01_r03
Multiple Schedules

Not read yet. Press Analyse crops.

Multiple Schedules

not analysed

multiple_schedules_p01_r03

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

item · 2733 × 1492

Owner Certification

page 1 · owner_certification_p01_r22
Owner Certification

Not read yet. Press Analyse crops.

Owner Certification

not analysed

owner_certification_p01_r22

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

item · 2749 × 1919

Pile Cap

page 1 · pile_cap_p01_r17
Pile Cap

Not read yet. Press Analyse crops.

Pile Cap

not analysed

pile_cap_p01_r17Earthworkscross section

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

item · 2265 × 1756

Pile Cap

page 1 · pile_cap_p01_r21
Pile Cap

Not read yet. Press Analyse crops.

Pile Cap

not analysed

pile_cap_p01_r21

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

item · 3558 × 8278

Pile

page 1 · pile_p01_r08
Pile

Not read yet. Press Analyse crops.

Pile

not analysed

pile_p01_r08Earthworkscross section

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

item · 3051 × 4063

Piles And Pile Caps

page 1 · piles_and_pile_caps_p01_r28
Piles And Pile Caps

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Piles And Pile Caps

not analysed

piles_and_pile_caps_p01_r28

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

item · 3819 × 4239

Reinforced Concrete Staircase

page 1 · reinforced_concrete_staircase_p01_r16
Reinforced Concrete Staircase

Not read yet. Press Analyse crops.

Reinforced Concrete Staircase

not analysed

reinforced_concrete_staircase_p01_r16cross section

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

item · 2192 × 2652

Roof Beam Layout And Column Section

page 1 · roof_beam_layout_and_column_section_p01_r26
Roof Beam Layout And Column Section

Not read yet. Press Analyse crops.

Roof Beam Layout And Column Section

not analysed

roof_beam_layout_and_column_section_p01_r26

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

item · 2348 × 2784

Roof Beams

page 1 · roof_beams_p01_r24
Roof Beams

Not read yet. Press Analyse crops.

Roof Beams

not analysed

roof_beams_p01_r24

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

item · 9173 × 1616

Slab And Beam

page 1 · slab_and_beam_p01_r05
Slab And Beam

Not read yet. Press Analyse crops.

Slab And Beam

not analysed

slab_and_beam_p01_r05

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

item · 2390 × 1809

Tie Beam Tb3

page 1 · tie_beam_tb3_p01_r15
Tie Beam Tb3

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Tie Beam Tb3

not analysed

tie_beam_tb3_p01_r15cross section

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item · 2521 × 3293

Tie Beams

page 1 · tie_beams_p01_r30
Tie Beams

Not read yet. Press Analyse crops.

Tie Beams

not analysed

tie_beams_p01_r30

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

item · 3145 × 11589

Title Block

page 1 · title_block_p01_r01
Title Block

Not read yet. Press Analyse crops.

Title Block

not analysed

title_block_p01_r01

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.