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Operational analysis · Real estate

Where the money actually goes on a project.

A development project settles its material price months in advance, then loses margin to things no budget line owns.

SectorReal-estate development and construction operations
DeploymentOne project, one trade, measured against your own last project
ScopeSchedule reading, supplier asks within limits, allocation and freight matching
DurationNinety days
Reading timeAbout 5 minutes

The allowance you already budget

Every rate analysis carries a wastage factor, and everyone in the room agrees it is normal. In Indian practice those allowances run to roughly 10% on river sand, M-sand and site-mixed concrete, 8% on clay bricks, 5% on cement and 3% on TMT steel, following CPWD DSR.

The point is not that these numbers are wrong. It is that they are the floor. Rework sits on top of them, running at about 5% of project cost on average and 12–15% on a bad job, according to the Construction Industry Institute’s RS-153. Materials are typically the largest share of project cost, so a few points of avoidable loss on top of an already-negotiated rate is a larger number than most price renegotiations will ever recover.

None of this appears as a line item, and nobody owns it. That is what makes it survive year after year.

Five bottlenecks

Each of the costs above traces back to the same thing: finding out late. These are the five places where a project loses the time it needed.

  1. The shortfall is found on site. Nobody knows the material is short until the work in front of it stops. Every other cost on this page starts here.
  2. Three to five days to confirm one order. A manager calls a dealer, the dealer rings three yards, each quotes blind. The answer arrives after the window that needed it, and the yard that lost learns nothing about why.
  3. Nobody re-sequences the freight. A two-day slip on one delivery is not matched by a change to the dependent trades. The pour window is missed, the next is seven days out, and the crew is paid to wait.
  4. Approvals wait for a person to be free. Prices, discounts and substitutions queue behind whoever can sign, in a chain that moves in days while the site moves in hours.
  5. The record is in a messaging thread. What was promised, what arrived and who agreed to it live in chat. A dispute then takes two clerks several days to reconstruct from evidence nobody filed.

Two worked scenarios

Illustrative scenarios.

Scenario · Structural steel

A two-day slip that would have cost a week

SituationRebar fixing for a podium slab is sequenced behind a steel delivery. The supplier’s dispatch slips by two days.
TodayThe site learns of it on the morning of the pour. The window is missed, the next is seven days out, and the crew is paid to wait.
With ZelleoThe slip is detected against the programme. The agent re-asks the panel for the quantity in the new window, proposes a re-sequence of two dependent activities, and the project manager approves. The pour moves by half a day.
Measured bySlip per pour window, and crew idle hours against the baseline.

Scenario · Aggregates

Ordering against the programme, not the gap

SituationA high-reorder trade with several yards on the approved panel and a price ceiling per grade.
TodayA shortfall is spotted on site, a dealer is called, three yards quote blind, and the order lands three to five days later at whatever the spread allows.
With ZelleoThe requirement is computed from the programme and sent to the panel at once. Offers inside your ceiling are accepted automatically; anything outside it stops and waits for a person.
Measured byWaste above the allowance, and time from requirement to confirmed order.

The supplier’s side

The same coordination gap costs the yard at the other end of the call. Up to 40% of truck time in India runs empty, on NITI Aayog and RMI figures, and the driver, the diesel and the loan are paid either way. Confirming a single order takes three to five days, and a yard that quotes blind and loses is told nothing about why.

When a builder’s schedule moves, Zelleo asks the yard directly, with the grade, quantity, delivery window and site access already attached. The yard accepts, counters or declines against rules it wrote once, and the freight attaches to the accepted slot in the same step. Price sits inside a floor the yard sets and is one of six inputs in the allocation, alongside distance, stock on hand, the window promised, the grade required and committed load. Four of those six improve by operating well rather than by discounting.

A dealer who carries credit, breaks bulk, holds stock and absorbs quality disputes is doing real work and keeps their margin. What the system removes is the hand paid purely for the introduction.

The ninety-day pilot

One project, one trade, measured against your own last project rather than our forecast.

  1. Days 1–14: Baseline. Five waste numbers from your last project, set with your own quantity surveyor in one afternoon. Nothing else changes.
  2. Days 15–60: Run live. One trade on one site. Your panel, your limits, allocation on every load, with your usual process running beside it.
  3. Days 61–90: Compare. The same five numbers, measured by the same surveyor, against the baseline you gave on day fourteen.
MeasureTypical todayPilot targetBasis
Rework5% of project cost3%To be measured in the pilot
Waste above the allowance8% of ordered quantity5%To be measured in the pilot
Inbound freight running empty40% of truck time32%To be measured in the pilot
Slip per pour window2 daysHalf a dayTo be measured in the pilot
Rework, worst case12–15% of project cost-Established · CII RS-153

We choose a high-reorder trade deliberately. Ninety days of fixtures gives four data points; ninety days of steel or aggregates gives forty.

What we believe

Construction procurement did not get slow because the people in it are slow. It got slow because the chain is human at every link, and a human chain cannot re-sequence three suppliers and a transporter in an afternoon. Every attempt to fix that with another dashboard has added a screen for someone to check rather than removing the checking.

What changes now is that software can hold a negotiation rather than record one. A schedule becomes a demand signal, an agent can ask a panel at once instead of a dealer calling three yards in sequence, and the answer arrives before the shortfall rather than after it.

We think the firms that adopt this first will not describe it as AI. They will describe it as having stopped losing the week.

The established rows above are third-party figures with their sources named; the targets are what a pilot is designed to settle on your project, measured by your own surveyor.

5%

of project cost goes on rework on average

Construction Industry Institute RS-153

12–15%

of project cost goes on rework on a bad job

Construction Industry Institute RS-153

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