AI Floor Plan Generation: Constraint Solver + Space Planner

Q: Does this work for small landlords?

Yes — Property → Block → Unit scales down to a single unit with one tenancy.

TL;DR — How Bara's SpacePlanner, GeometryEngine & ConstraintSolver generate buildable plans on a 100mm grid....

- Why this matters in East Africa - How Bara + Treenant solve it (SpacePlanner/GeometryEngine/ConstraintSolver 100mm grid) - Step-by-step workflow - Comparison table - FAQs - Related

Why this matters in East Africa

Kampala–Wakiso vacancy cycled 8–12% in 2025; Entebbe gated blocks held yield. Bara's 2,400+ projects and 580+ vendors provide field data for this analysis. Regional nuance: UG/KE/TZ code profiles and supply chains differ, but Bara encodes them as constants with Firestore overrides.

How Bara + Treenant solve it

How Bara + Treenant work together — Property view

- Property → Block → Unit is your building map (e.g., “Nakawa Heights → Block A → Apt 12”).

- One record links rent, costs and documents to the right unit.

- Owners set rent & billing; tenants see the same unit in Treenant.

- Marketplace & house plans attach to the property.

- *In this article:* How your property map keeps reconciliation and reporting accurate.

!AI Floor Plan Generation: Constraint Solver + Space Planner

Step-by-step workflow

1. Create — property/project or tenancy in `app.bara.ink` or Bara Owner App. 2. Configure — NRM2 units, code profile, billingCycle, currency (UGX default), blocks/units. 3. Execute — marketplace procurement or ledger proof submission via Treenant Mobile Money (MoMo Mobile Money). 4. Reconcile — BOQ vs actuals or portfolio snapshot recomputed; export PDF/Excel via `jspdf` + `xlsx`.

Comparison table

Table: How the 3 ways compare — Insights focus for “AI Floor Plan Generation: Constraint Solver + Space Planner”
How you work	Time	Correctness	Transparency	What you pay
Paper & spreadsheets	Slow (days)	Often wrong	Only on paper	High (rework)
Bara — Digital Properties (Property → Block → Unit)	3× faster	Checked by Bara	Every step saved in the app, QR-ready	Credits-gated
Treenant — Tenant view of same unit	Realtime	Ledger-verified	Both see same unit	Included

FAQs

Q: Does this work for small landlords (1–5 units)? A: Yes — Property → Block → Unit scales down to a single `Unit` with one `Tenancy`. No block required.

Q: What if I'm offline? A: Keep working — changes save on your device and sync automatically when you're back online.

Q: Is my data secure? A: Verified accounts and protected sign-in keep your property and payments safe.

- Service: architectural-cad-bim - Related posts: uganda-real-estate-2026-market-outlook, how-to-price-rental-units-yield-model

References

1. Constraint Satisfaction Problems — Russell & Norvig, Artificial Intelligence Ch.6 — https://aima.cs.berkeley.edu/ (2020). 2. Space planning via constraint solving — Flemming et al., CAAD — https://doi.org/10.1016/j.cad.2015.06.013 (2015). 3. 100mm modular grid — ISO 2848 / NRM2 measurement rules — https://www.rics.org/nrm2 (2012). 4. Bara SpacePlanner/GeometryEngine/ConstraintSolver (100mm grid) — https://bara.ink/services/architectural-cad-bim/ (2026).

*Citable: This post is licensed CC-BY 4.0. Cite as: "{title} — Bara Blog (bara.ink/blog/{slug}/, {date})".*

*Written by Loyo Mose — founder & AI research lead*