Trust

Governed by design.

AI assists. Software records. People decide.

Governance

Explicit authority

Who can recommend, modify and approve is defined. Only a named person can authorize a decision.

Recorded changes

Accepted, rejected and changed recommendations are kept with timestamps, connected to the evidence and versioned assumptions behind them.

Advisory AI

Model contribution is recorded as advice, separate from the calculations and from the decision itself. Nothing retrains itself.

Accountability by design

  • Evidence lineage

    Each source — rent roll, T-12, comparables, budgets — stays attached to the decision it supported.

    Record design. Application verification pending.

  • Audit history

    Changes, approvals and timestamps are kept with the record rather than overwritten. Forecasts recorded at decision time remain intact beside actuals.

    Forecast versus actual shown in the Synthetic Sandbox. Full change history: verification pending.

  • Human authority

    A named person authorizes each decision. What people accepted, rejected or changed is recorded, separate from model advice.

    Decision and conditions shown in the Synthetic Sandbox. Complete authority records: verification pending.

  • Document governance

    Source materials are attached to the record they were used with. Supported formats are configured per deployment.

    Configured per deployment. Verification pending.

Synthetic Sandbox views appear on the home page. These describe the record architecture. LIBA SI does not claim SOC 2, ISO or other certifications, or completed independent security audits.

Data boundaries

  • Private by default

    Each deployment’s data is private unless the organization chooses otherwise.

  • Isolated per deployment

    Decision history is held separately for each organization and is not pooled across organizations.

  • Owned by the organization

    Each organization owns its decision history. LIBA SI does not train across sponsors’ private Decision Records.

Security architecture and controls are reviewed privately with each deployment.

Private deployment program.

We work with a limited number of real estate sponsors and developers, beginning with one consequential decision workflow.

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