Demo · Real estate

Follow one stalled gate to a governed decision and a fix, then one improvement across every project.

An illustrative villa development stalls at a design gate until the Design Director decides. Then test moving one recurring check to an AI agent. This is the programme the interactive demo follows.

Respond to a stalled gate

One stalled gate, from the delay to a governed decision and a fix.

A property developer runs 8 projects through approval gates, each with named roles and agreed service levels. One of them, a villa development valued at AED 142M, is at its concept design gate, which it passes only with a complete package from an outside design consultant.

Illustrative example. Fictional data. Days are calendar days, and today is a Wednesday. Amounts in AED, for illustration only.

  1. See the delay

    This week, the 8 projects total 41 days past service level. The longest hold, 9 days, is the villas' concept design gate with the design consultant; the project's delay costs about AED 20,700 a day.

    Nerve Center

    Portfolio 8 projects Delay this week: 41 days past service level

    Villa development · concept design gate

    Held by the design consultant, an outside party, for 9 days

    Service level for this step: 5 days

    Gate 9 days past its due date

    Cost of delay AED 20,700 per day (AED 36.5M capital deployed × 7.5% + AED 142M project value × 3.39%) ÷ 365 project figure, counted once; the rates are assumptions

    The consultant's hold: 9 days

    • 5 days within its service level
    • 4 days past it, 3 of them this week

    Holding gates past their due date

    • Design consultant Outside party · Villa development 9 days
    • Design reviewer Another project 6 days
    • Commercial reviewer Cost plan, another project 4 days

    Delay this week counts the days each open step spent past its service level, Monday to today.

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  2. The readiness check

    An AI agent checks the consultant's package in 38 seconds and finds 3 issues, by rule and by reading the documents. It recommends a return; this check is shown in the demo.

    Journey

    Readiness check: concept design gate

    Gate Readiness Agent · finished in 38 seconds 3 findings

    1. Planning alignment answered "No", with no comment. Rule; confidence high
    2. Master plan answered "No", with no modifications listed. Rule; confidence high
    3. 420 units in the concept design report (p. 14) against 340 in the development brief (p. 3); the report's Assumptions and Deviations section (p. 22) does not declare the extra 80. Reading; confidence medium, 0.82
    1. Check and recommendation

      Gate Readiness Agent AI agent

      3 findings; recommends a return to the design consultant

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  3. The authorised person decides

    The agent recommended a return; only an authorised person decides. Above AED 50M, as for this AED 142M project, the Design Director approves it, and the audit record keeps who, when and why.

    Journey

    Decision chain: concept design gate

    1. Check and recommendation

      Gate Readiness Agent AI agent

      3 findings; recommends a return to the design consultant

    2. Decision

      Design Director Authorised person

      Approved the return, with the reason recorded

      Why the Design Director The project is valued at AED 142M. Above AED 50M, the Design Director decides.

    Four kinds of action

    • Routine action under an agreed rule The reminder about a cost plan 4 days late
    • Check, recommendation or draft The agent's readiness check
    • Decision by an authorised person Returning the package to the consultant
    • Exception and escalation The escalation to a manager: prepared by the agent, sent once a person confirms it
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    Journey

    Audit record: concept design gate

    Entries, in order

    1. Today, 09:15 Checked the package: 3 findings; recommended a return Gate Readiness Agent
    2. Today, 10:40 Approved the return, with the reason Design Director

    Decision record

    Decided
    Design Director
    When
    Today, 10:40
    Decision
    Return the package to the design consultant
    Seen
    The agent's findings, with the cited pages of the report and the brief
    Reason
    Planning comment and master plan modifications missing; the extra 80 units not declared
  4. The consultant fixes and resubmits

    The consultant opens the return from an email link, with no login or licence, fixes the 3 items and resubmits the same afternoon. The clock stops on them; their page is shown in the demo.

    Consultant's page

    Opened from an email link: no login, no licence

    Villa development · concept design gate

    Returned by the Design Director: 3 items to fix

    1. Finding 1

      Add the comment a "No" on planning alignment needs

      Comment added

    2. Finding 2

      List the master plan modifications

      Modifications listed

    3. Finding 3

      Declare the extra 80 units, or revise the layout

      Declared on p. 22 of the revised report

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  5. Coordinate and measure

    Delay this week falls from 41 to 38 days, and reminders go out under agreed rules. In a pilot, each measure has an agreed baseline, target and forecast; actual results come only from real operation.

    Nerve Center

    After the resubmission

    What happens next, and who acts

    1. Today, 15:05 Resubmitted with every item fixed; the clock stopped on them Design consultant
    2. Today, 15:10 Routine reminder to a Commercial reviewer: a cost plan on another project, 4 days late SLA Watcher, an AI agent
    3. Tomorrow, 15:10 If it is still late, an escalation to the Commercial reviewer's manager, prepared by the agent and sent only once a person confirms it SLA Watcher, then a person

    Reminders go out automatically under the agreed rules; an escalation is sent only once a person confirms it.

    Delay this week, 8 projects

    Before
    41 days past service level
    Now
    38 days: the consultant's 3 days this week are off the count
    Holding the most
    Design reviewer, 6 days · Commercial reviewer, 4 days
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Improve the operating model

One recurring check, tested across every project.

A separate question: not how to respond to one stalled gate, but which checks recur on every project and who should do them. In the simulation, the baseline comes from 6 months of history across the 8 projects.

Illustrative example. Fictional data; the figures are simulated projections, not results.

  1. A check that recurs on every project

    Before each project's initiation business plan gate, a Commercial reviewer checks the cost plan by hand, line by line. It is a check, not a decision: the Segment CEO signs off the gate.

    AI Operating Model

    Where the work goes: the cost plan's first check

    6 months of history, 8 projects

    The programme's recurring work, 100 points The first check: 10 points

    Checking each cost plan before its initiation business plan gate, about 40 line items

    • Commercial reviewer Person

      4.0 days a cost plan Finds 88% of issues

    • Cost-plan agent, in the simulation AI agent

      1.5 days a cost plan, with review Finds 91% of issues

    A check, not a decision: the Segment CEO still signs off every initiation business plan gate.

  2. A specific change to roles

    In the simulation, a cost-plan agent runs the first check and the Commercial reviewer reviews what it flags, plus a sample. The Segment CEO keeps the sign-off, and nothing changes until they decide.

    AI Operating Model

    What-if: the cost plan's first check, every project

    6 months of history, 8 projects

    Change being tested

    • The cost plan's first check, before each initiation business plan gate

      Now Commercial reviewer Person

      Moves to Cost-plan agent in Commercial; the Commercial reviewer reviews what it flags AI agent

    Stays with a person

    Initiation business plan gate sign-off

    Segment CEO Authorised person

    Applies to every project. Nothing changes in operation until the Segment CEO decides on the evidence.

  3. Forecast assumptions

    The projection states what it rests on: where each figure comes from, what a person still reviews, and what stays the same.

    AI Operating Model

    What-if: the cost plan's first check, every project

    6 months of history, 8 projects

    Assumptions behind the forecast

    • Baseline from 6 months of history across 8 projects
    • The agent's timing, flag rate and share of issues found come from the simulation's sample
    • About 40 line items per cost plan; a tenth of a day for a person to check or review an item
    • A person reviews every flagged item and 1 in 8 of the items the agent passes
    • The cost plan's contents and the approval rules stay the same
    • The Segment CEO keeps every gate sign-off
  4. Projected benefits and trade-offs

    The projection shows the effect on the first check's days, the issues it finds and AI agents' share of the work. The cost: the reviewer's time on every flag and on the sample.

    AI Operating Model

    What-if: the cost plan's first check, every project

    6 months of history, 8 projects
    Projected impact, per cost plan
    MeasureBaselineProjected
    First check, cost plan received to checked 4.0 days 1.5 days 2.5 days shorter
    Issues found at the first check 88% 91%
    AI agents' share of the programme's work 18% 28%
    In return: the Commercial reviewer's review of flags and a sample No baseline 1.2 days
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  5. How actual results will be measured

    After the next gates, we measure each result the same way as the baseline and compare it with the target and the forecast. Actual results come only from real operation, so this example shows none.

    Outcome measurement

    The tested change, every project

    Measure Baseline Target Forecast Actual
    First check, days per cost plan 4.0 3.0 1.5 After the next gates
    Issues found at the first check 88% 88% or more 91% After the next gates

Want to see it with your own gates?

In a conversation, we show the interactive demo, which follows this programme, and map your departments and approval rules onto ZedNerve. A pilot then runs on one real process for about 12 weeks, in an environment agreed with you.