NIGHTSHIFT
Data sources — Doc is mining
🏠
apartments.com/the-bluegrass-apartments-lexington-ky
Floor plan pages · unit photos · amenity specs
✓ Floor plans extracted (8 plans)
🏢
qpublic.net/ky/fayette — Fayette Co. PVA
Building footprints · year built · parcel data
✓ Building footprints + year built (2003)
📷
Google Street View API — Nicholasville Rd
Exterior elevation shots per building
Mining elevations — 8 of 12 buildings done
🌐
Google Maps Satellite — top-down
Roof outlines · building count · footprint verification
✓ Roof + building outlines confirmed (12 bldgs)
ServiceTitan — prior jobs at address
Job history · specs installed · prior invoices
✓ 31 prior jobs seeded into history
📄
LFUCG Building Permits portal
Original permits · renovation history · glazing specs
✓ Original 2003 build + reroof 2019 pulled
📚
Vendor catalog — Pella · Marvin · Andersen
Window style matching · IGU specs · product lines
Matching window styles to Street View imagery
🧠
Doc routing brain — complex memory
Patterns from similar Lexington multi-family properties
✓ Pulled patterns from 4 similar Lexington complexes
Ashland Park · Hartland · Beaumont East · Tates Creek Commons
Doc activity feed
LIVE
13:42
Doc
Extracted Plan F-Penthouse opening schedule from apartments.com — 12 openings identified. Low confidence on shower glass (no product photo in listing). Flagged for tech verification on site visit.
🧠 AI-estimated ⚑ Shower glass flagged for tech
13:38
Doc
Plan E-3BR — IGU spec inferred as Pella Encompass dbl-hung, 1" IG argon-fill, low-e based on Street View match + 2003 LFUCG permit glazing note. 22 units stamped. Marked 🤖 AI-estimated pending tech verify.
🧠 AI-estimated 📄 Permit confirmed
13:35
Doc
Plan D-2BR-alt — cross-referenced ST job ST-2021-0388 (IGU replacement, Building 9, unit 9-204). Spec: Marvin Integrity, dbl-hung, 1-3/8" IG, low-e366. Seeded 14 matching units with history-backed spec. Provenance: 📞 ServiceTitan history.
📞 ServiceTitan history
13:31
Doc
Plan C-2BR matched 38 units across Buildings 1, 4, 6, 9 via PVA footprint stamp. Window openings: 8 per unit (4 dbl-hung, 2 sliding, 2 fixed sidelite). Total 304 opening records stamped in template.
🧠 AI-estimated
13:28
Doc
Building 4 east elevation — Street View obstructed by mature tree line. 2 units (4-301, 4-302) have ambiguous opening count. Cannot confirm north-facing bedroom window size. Assigned to tech for verify on 5/2 trip.
⚑ Tech verify required
13:24
Doc
Plan B-1BR matched 52 units. Pella Encompass casement (kitchen) + Andersen 400 Series dbl-hung (bedrooms) inferred from ST-2020-1044 (known install). High confidence — spec confirmed by 3 prior Nightshift jobs at this complex.
📞 3 prior jobs confirmed 🧠 AI-extrapolated
13:19
Doc
Plan A-Studio extracted from apartments.com. 6 openings per unit — 2 casement, 1 sliding glass door, 3 fixed. Sliding door spec: 6’0” × 6’8” Andersen Perma-Shield inferred from Street View patio elevation (Buildings 2 & 5, ground floor).
🧠 AI-estimated
13:17
Doc
Building 11 — 2019 renovation permit references "window replacement" but no product spec on file with LFUCG. Doc cannot match new product from Street View (angle obscured). 12 units flagged for special tech attention — corner + dormers.
⚑ Corner / dormer units 📄 2019 permit gap
13:14
Doc
Complex memory loaded: Ashland Park IGU spec (Vitro Solarban 60, 1" IG), Hartland 2BR pattern (Marvin Integrity), Beaumont East 2003-era (Pella Encompass). Pattern weights applied to Bluegrass floor plan inference.
🧠 Complex memory
13:10
Doc
ServiceTitan scrape complete. Found 31 prior jobs at Bluegrass Apartments addresses (2011–2024). 8 with documented glass specs. Seeded as confirmed "history" provenance. Oldest spec: 2011 IGU, Guardian IG, possibly still original on untouched units.
📞 31 jobs imported
13:05
Doc
Fayette Co. PVA data pulled. Building footprints confirmed (12 buildings). Year built: 2003. Zone: R-4 multifamily. Building 11 shows 2019 alteration permit — flagging for additional source mining.
📄 PVA confirmed
12:58
Doc
apartments.com floor plan extraction complete. 8 distinct plan types identified: A-Studio, B-1BR, C-2BR, D-2BR-alt, E-3BR, F-Penthouse, G-ADA, H-Townhome. Extracting opening schedules per plan now.
🧠 8 plans extracted
12:48
Doc
Glass Schedule prebuild initiated for Bluegrass Apartments, Nicholasville Rd, Lexington KY. Property: 184 units, 12 buildings. Launching multi-source mining: apartments.com, Fayette Co. PVA, Street View, ServiceTitan, building permits, vendor catalog.
Initiated by Donna
Glass Schedule skeleton
Floor plan templates
A
Studio
B
1 BR
C
2 BR
D
2 BR alt
E
3 BR
F
Penthouse
G
ADA
H
Townhome
8 of 8 templates built
Unit stamping
Units stamped
184 / 184
AI-estimated specs
132 / 184
Flagged for tech
12 / 184
Tech verified
0 / 184
Provenance breakdown
🤖 AI-estimated
72%
📐 From drawing
18%
📞 History / ST
8%
📞 Customer
2%
👷 Tech verified
0%
Schedule accuracy:
Typically 60–80% accurate before tech verify. Tech trip 2026-05-02 will raise to 95%+.
Once Doc completes (est. 14 more minutes), tech will verify on-site at scheduled trip 2026-05-02. Schedule is typically 60–80% accurate before verification — the tech just confirms, not measures from scratch. Saves 1.5–3h per property.
Open partial schedule →
Est. complete ~14:12 today