Drawing to BOQpipeline control sheet
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Gdot_plan.pdf

gdot_plan-5978712b417d4f4ea3fd4a2a1d3b4798 · civil engineering drawings: bridges, highways, rail, structural, drainage, utilities, survey, geotechnical, grading, and site works

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 73¢ 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 216 crops · 0 read
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Not read yet. Press Analyse crops, or read this one on its own.

item · 1812 × 250

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

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

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item · 1816 × 287

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item · 1814 × 289

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

item · 1816 × 289

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item · 2004 × 454

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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.

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 · $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 · 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 = gdot_plan-5978712b417d4f4ea3fd4a2a1d3b4798.