Spatial Underwriting Engine · Bangkok 2026
Terragraph converts spatial, climate, and market data into a single investment-grade signal — before the market reprices the asset.
Calibrated against real transaction, insurance, and infrastructure data in Bangkok CBD.
Economic Gravity Field · Bangkok Metropolitan Area
What you are looking at
Each peak represents concentrated economic mass.
Each slope indicates transition pressure.
Each valley signals mispriced risk.
Capital Flow Direction
The model does not only measure concentration.
It predicts where liquidity will move before pricing adjusts.
These vectors represent directional pressure — where capital is likely to concentrate next.
Flow = ∇(Gravity Field) + Δ(Skyline Pressure · TOD · ESG Shift)
Directional Pressure Field · Bangkok 2026
The Core Thesis
In Southeast Asia, real estate performance is no longer driven by market beta. It is driven by the ability to identify mispriced risk, unlock transition potential, and manufacture NOI before the market reprices the asset. Terragraph identifies which side of that divide every parcel sits on.
Green Premium
ESG-certified, flood-resilient buildings command structural rental premiums and tighter cap rates. Liquidity is concentrating around compliant assets.
10–15%Rental premium vs non-certified stock
Brown Discount
Insurance repricing, carbon exposure, and LP capital exclusion are creating a widening structural discount on non-compliant assets.
~$1.9MValuation uplift from a single Red-to-Amber transition
The Data Signal Stack
Every parcel is scored across five signal layers — updated continuously, queryable in real time.
| Layer | Source | Outputs | Role in Score |
|---|---|---|---|
| Spatial Intelligence | 5,810 grid tiles · 2.5M buildings · 664K POIs | Skyline Pressure Economic Gravity Ridge Proximity | Market liquidity · Buildability (FAR) · Infrastructure adjacency |
| Climate Risk | GISTDA flood depth rasters · Historical inundation | Flood Depth Inundation Probability | Insurance delta · NOI haircut · Valuation cap |
| Regulatory | Thailand BOI zoning · EEC data · FAR registers | FAR Permitted Zoning Class | Development ceiling · Permitted buildability |
| Ownership Intelligence | Land Department records · Title deed registry | Institutional Anchor Fragmentation Score | Risk modifier · Assembly complexity |
| Market Dynamics | CBRE · JLL · REIC transaction data | Cap Rate Trend Comparable Index | Pricing anchor · Cycle positioning |
Model Preview — Signal → Capital
Before pricing moves, structure shifts.
Fragmented inputs. Structure not yet visible.
Each cycle reconstructs the economic terrain of a parcel.
The Investment-Grade Score
The only model in Southeast Asia that translates physical risk directly into valuation.
"Flood → Insurance → NOI → Valuation.
The chain nobody else models end-to-end."
High-Conviction Opportunities · 2026
Three structural dislocations identified in the current Bangkok cycle.
MNC migration to One Bangkok and Dusit Central Park is creating stranded Grade-B stock in older Silom/Sathorn. Primary targets for Red-to-Amber retrofit with measurable cap rate upside.
Thailand Cultural Centre and Ratchathewi interchanges show maximum skyline pressure growth in the model. Parcels are currently priced below post-connectivity equilibrium.
TCC Group, Central Pattana, and MQDC anchors apply a structural risk reduction regardless of physical flood score. Capital quality overrides physical risk — the model prices this explicitly.
Request Analysis
For institutional investors evaluating Southeast Asian exposure.
We return a full investment-grade underwriting profile within 24 hours.
For GPs, LPs, and sovereign institutions only. Direct enquiries: luca@terragraph.ai
We will return a full signal report within 24 hours.