Know what land is worth before you commit.
GANO tells you what land is worth, what it costs to build, and what it sells for, before you sign.
No guesswork. No chatbot opinions. Just tested code and sourced numbers.
Residual land value
2,000 m² plot, FAR 2.5, mid spec residential. Seeded Dubai comps, as of Jul 2026.
questions answered on every plot: land, build, exit
of figures computed by tested code
numbers a language model is allowed to invent
markets: the UAE on live data, the US on reference
Three answers, one run.
Land, build, and exit, computed together so the land value falls out of the numbers, not a guess.
Land
What the plot is worth, whether it can be built on, and how much can be built on it.
Build
Construction cost down to the materials at current prices, with soft costs and finance.
Exit
What it sells or lets for, the residual land value, and the return on the deal.
Numbers a bank could underwrite
Every figure is computed by tested code, carries its source and date, and is stated with the confidence its inputs earn.
Deterministic math
Every number is computed by tested code. The model reasons and explains; it never invents a figure.
Sourced and dated
Each land rate, comparable, and material price records where it came from and how fresh it is.
Confidential by construction
Workspace isolation enforced in the database, encryption in transit and at rest, and regional data residency.
How GANO compares
General-purpose AI tools may produce narrative answers without a reproducible calculation or complete evidence trail. GANO separates explanation from calculation: key figures are produced by tested deterministic code from identified inputs, with formulas, sources, dates and confidence clearly shown.
| Capability | GANO | General-purpose AI | Spreadsheets & consultants | Data platforms |
|---|---|---|---|---|
| Land, build and exit in one governed workflow | Yes | Usually fragmented | Possible, manually configured | Usually data-focused |
| Calculations produced by tested deterministic code | Yes | Not typically | Depends on the model and controls | Varies |
| Key figures sourced, dated and confidence-tagged | Yes | Varies | Requires manual control | Varies |
| Same inputs produce reproducible calculations | Yes | Not guaranteed | Yes, when properly controlled | Varies |
| Scenarios and sensitivity analysis | Yes | Varies | Usually manual | Varies |
| Governed investment-decision workflow | Yes | Not typically | Possible through additional process | Not typically |
Run your first feasibility today.
Sign up, describe a plot and a scheme, and get a full appraisal with a materials level cost, a residual land value, and three scenarios.