Real Estate & Construction

Property valuation models, lead scoring, and project-cost forecasting for real estate and construction firms.

ValuationLead ScoringForecasting
The Challenge

A property priced 5% wrong sits on the market for months or sells for less than it should; a construction project that's 10% over budget by month three is usually far more over by completion. Both problems are visible early in the data, if anyone's watching it in real time.

Our Approach

How We Solve It

Pricing a property or a project wrong is expensive in both directions. We build valuation models, lead scoring, and budget forecasting systems for real estate and construction firms — grounded in your actual comps, contracts, and project data, not generic market averages.

Capabilities

What We Build

01

Automated Valuation

Property pricing grounded in real comparables, updated continuously.

02

Lead Scoring

Ranks buyer and tenant leads by actual likelihood to close.

03

Budget Forecasting

Flags construction projects trending toward overrun early, not at close-out.

04

Portfolio Reporting

Performance and risk visibility across your full property portfolio.

Delivery Process

How We Deploy It

01

Discover

We study your workflows, data, and systems to find where AI creates real leverage.

02

Design

We architect the models, agents, and integrations around your existing stack.

03

Deploy

The system ships into your environment — on-premises, cloud, or hybrid.

04

Operate

We monitor, retrain, and scale the solution as your business evolves.

Live Example

See It In Action

nezam.ai — real-estate-ai
>Score this quarter's listings for pricing accuracy and flag construction projects at risk of budget overrun

Here's your Quarterly Portfolio Review across 128 active listings and 14 construction projects:

Portfolio Snapshot
34
Listings Repriced
96.2%
Pricing Accuracy
3
Projects at Risk
Budget Risk — Active Projects
ProjectBudgetSpentVarianceStatus
Harbor View Residences$8.2M$7.9M+2%On Track
Cedar Business Park$14.5M$15.9M+9.7%Over Budget
Meridian Office Tower$22M$21.4M-2.7%On Track
Budget Alert: Cedar Business Park is trending 9.7% over budget — material cost overruns in structural steel. Recommend renegotiating the supplier contract before Phase 3 starts.
FAQ

Common Questions

How long does implementation take?

Valuation and lead-scoring models are typically live in 4-6 weeks once we have access to your listing and transaction data.

Does this work with our CRM/property management software?

Yes, we integrate with your existing CRM, MLS feeds, and project management tools.

How current are the comparables used for valuation?

Models are refreshed continuously against live market data, not a quarterly snapshot.

Want this built for your Real Estate operation?

Tell us about your workflows and we'll scope a tailored AI solution.

Other Industries We Serve