2-Stage Generative Architectural Pipeline
Active Provider: OpenAI gpt-4o-miniStage 1: Cleaned Dusk Property MasterStage 2: Vector Roofline Compositor (C9 & Omni)Delivery: 2K Renders in <1.5s
Stage 1 · Cleaned Dusk Property MasterSAM-2 Geometry Lock + Inpainting
Stage 2 · Vector Lighting Composite & DeliveryC9 / Omni Hardware Accuracy
390px Mobile
1. Photo Ingestion
Single Front-Facing Capture
COMPLETED➔
SAM-2 Lock
2. Structural Mask
Architectural Geometry Lock
LOCKED 100%➔
Stage 1 Master
3. Dusk Cleanse
Twilight & Inpainting Pass
RENDERED➔
Front Eaves
4. Roofline Engine
10-20s Mobile Correction
VERIFIED➔
Stage 2 Composite
5. Lighting Composite
C9 Spacing & Omni Beams
ACTIVE➔
Customer 2K
6. Client Delivery
2K Hero & 2x2 Inspiration
READY✓
In-Car Generation
1.24s
Target: 10–13 min consultation window
Structure Lock
100%
Zero window / roof / brick redesign
Hardware Spacing
8"
Omni vertical downward wash
V1 API Unit Cost
$0.012
vs $450/mo manual drafting delays
Customer Property SelectionSAM-2 Locked
2-Story Brick · Highland Park TXAuto-inpaints vehicle
Lighting Hardware System15" Spacing
Color Pattern & PalettesTexas #1: Warm White
Decor Add-Ons (Instant Upsell)
Driveway Vehicle Inpainted · Clean Asphalt Surface Active
Current Pattern: Warm White (Classic #1 Seller) (15" bulb spacing)
Live Execution Telemetry & Vision Pipeline Log
6 eventsDual-provider latency, SAM-2 structural preservation audits, and inpainting coordinates
Franchise In-Car Consultation ROI Engine
Unit economics of instant 2K visual delivery during the 10-13 minute driveway window
+17 Closed Jobs / Mo
Monthly In-Home Consultations85 properties
Current Close %28%
In-Car Visual Close %48%
Avg Ticket (C9/Omni)$3,250
Gross Margin %52%
In-Car Consultation Mechanics
Presenting a realistic 2K dusk lighting rendering before leaving the driveway creates emotional ownership. Homeowners commit on the spot instead of shopping multiple bids.
Monthly Revenue Add
+$55,250Based on +17 additional installations
Annualized: +$663,000Monthly Gross Profit
+$28,730At 52% franchise margin
Annualized: +$344,760Monthly AI Compute Cost
$4.08340 total model inferences
Unit cost: $0.012 / renderingAI Compute ROI
13,542xRevenue generated per $1 AI spend
Infinite leverage on franchise margins