Listings captured but excluded from analysis. Review and approve/reject each one.
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Description Enrichment
live market data
Fetches descriptions for listings in the selected date window and stores them in descriptions_lookup.json (keyed by externalID). Listing files are never modified — the lookup is joined at read-time. Run ENRICH_DESCRIPTIONS.bat for the full pull→enrich→push flow; this button only runs the enrichment step on already-local data. Requires Egyptian IP + fresh cookies from cookie_harvester.py.
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Unlimited analyses + mortgage return calculator 🔥
AI extraction — Betak reads the listing for you
Egypt CGT (2.5%) in every flip scenario — no manual maths
PDF export + all 3 ROI scenarios (base, bear & bull)