Measuring a Real Estate ERP on Collections, Not Features

Days sales outstanding, demand letter accuracy, brokerage disputes and cancellation leakage. The metrics that show whether a developer ERP is earning its cost.

Measuring a Real Estate ERP on Collections, Not Features cover

Developers buy ERP for visibility and end up measuring it on whether people like the interface. The metrics that matter are financial, and they are all improvable within one quarter.

1. Days between demand raised and payment received

For a construction-linked plan, the cycle is: milestone certified, demand letter generated, letter delivered, payment received. Every step is a delay you control.

Measure the average across all active bookings before go-live. The improvement comes from removing the gap between milestone certification and demand generation — in a manual process this is frequently days or weeks, because someone has to notice the milestone and prepare letters.

On a project of any size, pulling that forward by a week is a substantial cash flow improvement, and it is the most defensible ROI claim in this category because the mechanism is obvious.

2. Demand letter error rate

Count letters that had to be reissued: wrong amount, wrong milestone, sent to a buyer who had already paid, missing a negotiated variation.

Each error costs staff time, delays collection, and damages a relationship with someone who has paid you a lot of money. In manual processes this rate is usually higher than management believes, because errors get corrected quietly rather than reported.

Ask accounts to log every reissue for a month before go-live. The number is often the most persuasive part of the business case.

3. Brokerage disputes and clawback recovery

Two things to count: disputes raised by channel partners about commission, and brokerage paid on bookings that later cancelled and was never recovered.

The second is pure leakage. Where clawback is tracked manually it is frequently not pursued — nobody notices the cancellation reached the threshold, or the paperwork is too much effort for the amount. Systematic tracking turns that into recovered money, and unlike most ROI claims it can be counted exactly.

4. Time to produce a sales MIS

How long between someone asking for current inventory, collection and brokerage position, and having it. In manual operations this is commonly a day or more of somebody assembling spreadsheets, and it is asked for weekly.

Two effects: staff time recovered, and decisions made on current rather than week-old numbers. The first is measurable, the second is real but harder to defend — so lead with the first.

5. Cancellation rate, with care

Worth tracking, worth being honest about. Cancellations are driven by market conditions, project delays and buyer circumstances far more than by software. A system that surfaces at-risk bookings earlier can help, but claiming an ERP reduced cancellations is not defensible.

What is defensible: the cancellation process — correct deduction applied, unit back in inventory immediately, brokerage clawback triggered, refund schedule generated. Measure the time from cancellation request to unit being resellable.

Baseline, then ninety days

Capture the first four before go-live. Accounts can produce all of them from existing records with a week of effort, and that week is what makes every subsequent claim credible.

Review at ninety days, after at least one full demand cycle. Anything not moved by then has a configuration cause worth finding.


About the author. Kislay Chandan has worked with schools since 2014. Rather than gathering requirements from the outside, he worked inside a school to see what actually goes wrong day to day, and built what he found into the software. He still works with Shemrock Glitters in Patna — most changes to the product start with something that came up there.

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