From Upload to Overcharge Report in Under 5 Minutes
From upload to results, the whole pipeline runs in under 5 minutes. Here's what happens at each step.
Pipeline diagram: upload, OCR, extraction, detection rules, report
OCR reads your documents
Both documents go through OCR at the same time. The system reads every page, including scanned images. Tables and line items in your reconciliation statement are parsed into structured data.
This runs in parallel so two-document uploads do not take twice as long.
AI extracts your lease terms
Claude AI reads the extracted text and locates the specific provisions that matter for CAM charges: your pro-rata share percentage, management fee cap, any CAM cap language, your base year (if you have one), and any expense categories your lease explicitly excludes.
This extraction runs separately for each document, also in parallel.
13 detection rules run
Once extraction is done, twelve checks run against your data. Math-heavy rules are deterministic: they calculate the exact dollar amount of any overcharge. No AI is involved in the math.
Why separate math from AI?
Classification rules use AI to flag expenses that do not belong in CAM charges based on your lease's exclusion language.
Frequently asked questions
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