AuroraAgent SALES DEMO simulated · no live AI
AI Studio · module bench

The agent pipeline stands on 14 production modules.

Try each one. Every run is simulated, every output shape is real.

01 — CAPTURE get messy captures ready for reading
01 Skew & orientation fix
How it works: a lightweight CNN reads text baselines to estimate skew; rotation is applied losslessly before OCR.
02 Page flattening
How it works: corner detection + homography warp — document-scanner math, tuned for crumpled receipts.
03 Capture quality scoring
How it works: scores capture quality so the pipeline can decide whether correction is worth the latency.
04 Background cleanup
DUPLICATE
How it works: two passes — segmentation lifts the page off desks, hands, and shadows, then a background layer separates paper tint, watermarks, and background print from the real content strokes. Only foreground text reaches OCR.
05 Multi-doc splitting
doc 1 · 0.98
doc 2 · 0.97
doc 3 · 0.96
crops land here
How it works: an instance detector splits multi-document photos so each receipt gets its own clean crop.
02 — STRUCTURE turn pixels into structured data
08 Ruled table capture
SHIPMENT MANIFEST
Item Qty Wt Dest Crates 12 480kg OSA Pallets 4 610kg TYO Drums 9 320kg SGN
How it works: ruled tables give the cell grid directly from line detection; each cell is read in place.
07 Reading order → Markdown
heading
paragraph
table
figure
output.md
structured Markdown lands here
# Q2 Operations Report
Processing volumes grew 18% quarter over quarter, led by APAC onboarding…
| Region | Docs | SLA |
|---|---|---|
| APAC | 4.2M | 99.1% |
| EMEA | 3.1M | 98.8% |
**Figure 1.** Volume by region
How it works: blocks are classified — heading, paragraph, table, figure — and serialized to Markdown. Structured Markdown output feeds search and RAG pipelines.
06 Text recognition hover to see grounding
INVOICE #INV-2201
Bill to: Northwind Traders
Consulting services — June
Payment due date: 2026-08-15
Total: $12,400.00
recognized text lands here
INVOICE #INV-2201 0.99
Bill to: Northwind Traders 0.97
Consulting services — June 0.96
Payment due date: 2026-08-15 0.98
Total: $12,400.00 0.99
How it works: text detection + recognition with per-line confidence — the substrate every other module builds on.
09 Borderless table capture

This table is borderless — no ruling lines to detect.

Region      Revenue          Margin
           H1       H2
APAC        2.1M   2.4M   31%
EMEA        1.6M   1.8M   27%
reconstructed structure lands here
Region Revenue (colspan 2) Margin H1 H2 APAC2.1M2.4M31% EMEA1.6M1.8M27%
merged header recovered — no lines needed
How it works: column structure is inferred from alignment alone — including merged headers. No ruling lines needed.
10 Field pairing hover to see grounding
MEMBER ENROLLMENT FORM
Full name Dana Whitfield
Date of birth 1987-03-14
Member ID NW-55219
Signature (signed)
Form NW-2 · rev. 2026-01
key ↔ value pairs land here
key value
Full name Dana Whitfield0.98
Date of birth 1987-03-140.97
Member ID NW-552190.99
Signature present0.93
How it works: labels and values are paired by layout geometry and language priors — no templates to maintain.
11 Selection marks
PATIENT INTAKE — PREFERENCES
✓ Email updates ·
SMS alerts ·
✓ Postal mail ·
Plan: A B C ·
How it works: classifies checkboxes, circles, and strikethroughs. The new model adds faint-mark recall — it catches 2 marks the legacy model missed.
03 — AUTHENTICITY multilingual — imprints, signatures, and hand marks
12 Imprint locating
How it works: a detector tuned on hanko / inkan imprints — circular, square, worn, or overlapping print.
13 Ink overlay cleanup drag the divider
SERVICE AGREEMENT — 契約書
This agreement is entered into by both parties effective 1 August 2026. The monthly service fee shall be invoiced in arrears and is payable within thirty (30) days. Either party may terminate with ninety (90) days written notice. 本契約は両当事者の署名により発効する。
承認
SERVICE AGREEMENT — 契約書
This agreement is entered into by both parties effective 1 August 2026. The monthly service fee shall be invoiced in arrears and is payable within thirty (30) days. Either party may terminate with ninety (90) days written notice. 本契約は両当事者の署名により発効する。
⇄
AFTER BEFORE
inpainting restores the text under the seal
How it works: seal pixels are removed and the text underneath is reconstructed by inpainting.
14 Imprint matching
山田 reference · on file
⇄
山田 candidate · from document
How it works: embedding distance verifies whether two imprints come from the same physical seal.