Insights

Perspectives on data, AI and agents, industry by industry.

69 points of view from our industry teams — filter by industry or topic, or search. Figures in each article are sourced or labelled.

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Real estate & infrastructure Point of view · Project finance & RERA6 min read2026-09-24

The 70% account: reconciling collections to RERA is a data problem first

RERA asks developers to keep 70% of what buyers pay for a project in a separate account and to withdraw only against certified progress. Most of the effort goes into matching receipts, bookings and bank lines by hand. One governed model of buyers, projects and bank accounts turns it into a daily reconciliation with people deciding the exceptions.

6role-based 360s, CEO to head of collections, in a portfolio platform we built
Real estate & infrastructure Point of view · Projects & construction6 min read2026-09-17

Projects slip in increments. Site data can show it before the milestone does

Delays and cost overruns rarely arrive as a surprise; they accumulate in daily progress reports, site photos, material receipts and contractor bills that nobody reads together. Reading that data on one model gives project directors weeks of warning — and checks bills before they are paid.

5AI agents in the construction services suite we built, from pricing to safety
Real estate & infrastructure Point of view · Assets, REITs & infrastructure5 min read2026-09-09

From possession to facility: where trust in a developer is won or lost

The months around possession — snags, registration, defect claims, the first resident tickets — shape how buyers talk about a developer for years. Treating units, snags and tickets as one record, and triaging them with agents, shortens possession and keeps facility teams ahead of complaints.

12risk and audit analysis pages, across 3 role dashboards, in an operations-intelligence platform we built
Real estate & infrastructure Point of view · Assets, REITs & infrastructure6 min read2026-09-02

Portfolio truth for REITs and asset owners: one model, every number tagged

Asset owners and REITs answer to unitholders, lenders and regulators on numbers assembled from leases, rent rolls, valuations and collections. A portfolio model that tags every number by its basis — reported, estimated or modelled — makes those answers faster and more defensible.

6role-based 360s, CEO to head of collections, in a portfolio-intelligence platform we built
Real estate & infrastructure Point of view · Governing AI5 min read2026-08-26

Agents that never pay, waive or certify alone: governing AI in real estate

Real estate runs on money moving between buyers, contractors, lenders and regulated accounts. Agents can do much of the reading and reconciling, but the design has to start from what they must never do on their own — and from consent for every buyer's data.

0payments, waivers or withdrawals an agent makes without a person, in our real estate agent designs