LIBA Capital

Platform Architecture

Patent-Pending Technology

From raw signal to principal decision.

Public and market data converge on the Investment Intelligence Platform.

  1. DataPublic Records
  2. DataMLS
  3. DataPermits
  4. DataInsurance
  5. DataFlood Data
  6. DataRental Data
  7. DataZoning
  8. DataCourt Records
  9. EngineEvidence Reconciliation
  10. EngineInvestment Intelligence Platform
  11. EngineExplainable Investment Intelligence
  12. EngineOpportunity Score
  13. JudgmentPrincipal Review
  14. JudgmentInvestment Committee
  15. OutcomeAcquisition

Architecture diagram is illustrative. Data sources, model outputs, and governance steps are simplified for public presentation. LIBA Capital's real estate intelligence technology is the subject of a pending United States patent application; certain underlying Decision Intelligence technologies developed and owned by Colle are separately licensed to LIBA Capital.

Technology · Centerpiece

An Investment Intelligence Platform built around Miami operator logic.

“The model proposes. Principals decide.”

Data Layers · Investment Intelligence

Parcel dataCompsPermitsRentRehabInsuranceFlood riskZoningHuman review

Proprietary Underwriting Workflow

  1. 01Screen

    Nightly Ingestion

    Nightly ingestion and parcel-level enrichment across Miami-Dade.

  2. 02Enrich

    Evidence Reconciliation

    Multi-source reconciliation into a single parcel graph.

  3. 03Score

    Opportunity Score

    Risk · Rent · Rehab · Market

    Multi-factor scores calibrated to principal-transaction and closed-comp data.

  4. 04Principal Review

    Human Review

    Principal walks the asset and pressure-tests the memo.

  5. 05Investment Committee

    Committee Decision

    Written memo, risk register, and formal decision.

  6. 06Acquisition

    Acquisition Decision

    Offer, diligence, close, and long-hold asset management.

What the Platform Sees

Illustrative — Data RedactedNot live production data

Parcel Screening

XXX

Parcels flagged

Risk Score

InsuranceXX
FloodXX
Rent downsideXX
ConcentrationXX

Rent Comps

Rehab & Acquisition Memo

Scope$XXX,XXX
TimelineX months
ARV$X,XXX,XXX

Illustrative view of the internal LIBA Capital screening tools. Live data, model outputs, and deal detail are shared only with qualified investors under NDA.

Method & Governance

Learns from outcomes. Governed by people.

LIBA's investment intelligence is designed to compare underwriting assumptions with subsequent investment and operating outcomes, helping refine future analysis while preserving human oversight and governance. The system proposes refinements for review; it does not autonomously alter investment criteria or make investment decisions.

  1. Analyze
  2. Underwrite
  3. Principal Decision
  4. Real-World Outcome
  5. Measure
  6. Learn
  7. Backtest
  8. Human Approval
  9. Improve

01

Every decision is recorded

Each screening, underwriting and decision record is written once and cannot be edited afterwards, together with the sources, dates and assumptions available at that moment.

02

Forecasts are stated in advance

Rent, expense, renovation, income and exit expectations are logged before capital is committed, so later results can be compared with what was actually expected.

03

Results are compared with expectations

As verified results are recorded, they are measured against those earlier expectations and the reasons for any difference are attributed and reviewed.

04

Principals govern every change

The system may only propose refinements. No adjustment to how opportunities are evaluated takes effect unless a principal approves it.

LIBA Capital does not publish model accuracy statistics. Any such figures would only be shown once a sufficient record of verified results exists. Nothing here describes a guarantee of rental income, program participation or investment performance.

Technology

A disciplined decision process, supported by technology infrastructure.

Colle operates separately and provides technology infrastructure only. All investment decisions, acquisitions, underwriting, asset management and investor relationships are handled by LIBA Capital.

Technology infrastructure supported by Colle

Ownership & Licensing

LIBA Capital develops and owns proprietary real estate investment methodology, research, underwriting processes and patent-pending real estate intelligence technology. Certain underlying Decision Intelligence technologies developed and owned by Colle are separately licensed to LIBA Capital.

LIBA Capital
Patent-Pending Real Estate Intelligence + Proprietary Investment Methodology
Colle
Decision Intelligence Infrastructure + Licensed Technology

Model outputs support, but do not replace, human underwriting, legal, financial, lender and insurance review.