Quote-to-Cash

Autonomous Manufacturing Estimator
Converting STEP → STL…
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Edit BOM

Edit the BOM JSON before including in the training dataset.

🪑
Drop a furniture image, PDF, or DWG here

or click to browse · JPG · PNG · PDF · DWG · DXF

preview
No drawing?

Estimates

Estimated vs Actual Variance

Click Refresh to load variance report.

BOM Audit

Upload a furniture image to run it through the vision model and check for hallucinations (impossible features like casters, gas lifts, 5-star bases on stationary seating).

🔍
Drop an image here to audit

or click to browse · JPG · PNG

Product Metadata

Hallucination Flags

Visual Attributes

Parts

PartMaterialQtyUnit

Dim Inference

Upload a furniture image, DWG, or PDF — the dimension extractor reads annotated measurements from technical drawings (or applies proportional defaults for photos).

📏
Drop an image, DWG, or PDF here

or click to browse · or ⌘V to paste from clipboard · DWG · DXF · PDF · JPG · PNG

Training Data

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Download JSONL
Image Product Type BOM Preview Status Actions

Training Monitor

BOM API :8000
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DIM API :8002
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Live Metrics

Status–
Step–
Loss–
LR–
Epoch–

Loss Curve

No training data yet.

Validation & Audit Events

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Run History

StartedTypeStatusSamplesStepsFinal Loss

Dataset Generation

Upload a client DWG, PDF, or image — the model detects the furniture type and dimensions, then generates thousands of parametric variations for dim-extractor training.

📐
Drop a DWG, PDF, or furniture image here

or click to browse · DWG · DXF · PDF · JPG · PNG

Normalizing file and detecting dimensions…

Generation Jobs

BOM Library

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Edit BOM
furniture
Add Training Image

Bulk Upload

Upload multiple images to build training datasets. Each image runs through the model — review the prediction, correct if needed, then approve to add it to the dataset.

📂 Add Images drop · click · ⌘V
BOM Dataset
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In Dataset
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Dim Dataset
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Review Queue

Scan Import

📄
Upload or paste image / PDF
Drop, click, or ⌘V — multiple files supported
Paste JSON directly
Scanned Estimates

Formula Reconciliation

Compares actual quantities from stored estimates against template formula predictions. Highlights where formulas are over- or under-estimating.

Cost Explorer
Item Frequency
Has formula No formula
Select an archetype above
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Archetypes

Manage canonical archetypes (linked to BOM templates) and their aliases used for scan reconciliation.

Archetype Aliases Items Actions

Material Costs

Update Current Cost when you receive new vendor pricing. All estimates use these prices.

Item Code Description Category Unit Current Cost Aliases Actions

Teacher Prompts

Copy a prompt, attach your image, and paste into Claude (or any capable LLM) to get corrected JSON. Then paste the output into the review modal's "Paste JSON" tab.

New Manual Estimate
Ergonomic / Spec Warnings
    Specification Notes

      Annotate / Correct BOM

      furniture

      Quick Tags (click to apply)

      Product Metadata

      Visual Attributes

      Parts (visible components only)

      NameMaterialQtyUnitSpec