Platform Architecture
From raw signal to principal decision.
Disparate public and market data sources converge on the Investment Intelligence Platform. Every output is reviewed by a principal before capital is committed.
- DataPublic Records
- DataMLS
- DataPermits
- DataInsurance
- DataFlood Data
- DataRental Data
- DataZoning
- DataCourt Records
- EngineEvidence Reconciliation
- EngineInvestment Intelligence Platform
- EngineExplainable AI
- EngineOpportunity Score
- JudgmentPrincipal Review
- JudgmentInvestment Committee
- OutcomeAcquisition
Architecture diagram is illustrative. Data sources, model outputs, and governance steps are simplified for public presentation. Underlying systems are Colle's proprietary technology, licensed to LIBA Capital, and are the subject of one or more pending United States patent applications.
Technology · Centerpiece
An Investment Intelligence Platform built around Miami operator logic.
“The model proposes. Principals decide.”
Data Layers · Investment Intelligence
Signals from every layer feed the Investment Intelligence Platform. Human review governs every acquisition. The model proposes. Principals decide.
Proprietary Underwriting Workflow
Screen → Enrich → Score → Principal Review → Investment Committee → Acquisition
- 01Screen
Nightly Ingestion
Nightly ingestion and parcel-level enrichment across Miami-Dade.
- 02Enrich
Evidence Reconciliation
Multi-source reconciliation into a single parcel graph.
- 03Score
Opportunity Score
RiskRentRehabMarketMulti-factor scores calibrated to closed comps.
- 04Principal Review
Human Review
Principal walks the asset and pressure-tests the memo.
- 05Investment Committee
Committee Decision
Written memo, risk register, and formal decision.
- 06Acquisition
Acquisition Decision
Offer, diligence, close, and long-hold asset management.
What the Platform Sees
Parcel Screening
128
Parcels flagged tonight
Risk Score
Rent Comps
Rehab & Acquisition Memo
Illustrative view of the internal LIBA Capital screening tools. Live data, model outputs, and deal detail are shared only with qualified investors under NDA. The model proposes. Principals decide.
Technology
A disciplined decision process, supported by technology infrastructure.
LIBA Capital uses an Investment Intelligence Platform supported by Colle to help organize fragmented real estate data, market signals, underwriting assumptions, and execution workflows. Colle operates separately from LIBA Capital 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
Technology Licensing
Patent PendingSelective technology licensing for qualified partners.
The Investment Intelligence Platform supporting LIBA Capital may be made available selectively to qualified real estate operators, investment firms, family offices, and capital partners through separate licensing arrangements.
Licensing is evaluated case by case based on geography, use case, data availability, implementation requirements, and commercial terms.
Sourcing Intelligence
Signal-based identification of off-market, distressed, mispriced, and value-add opportunities.
Underwriting Workflows
Structured deal memos, renovation assumptions, rent scenarios, downside cases, and risk flags.
Portfolio Monitoring
Market shifts, asset performance, refinancing risk, insurance pressure, and exit-timing intelligence.
Enterprise Technology Licensing
Selective licensing of our proprietary investment intelligence platform.
LIBA Capital selectively licenses components of its proprietary investment intelligence platform to qualified investment firms, family offices, developers, lenders, and institutional real estate operators.
Discuss Technology Licensing →Licensing is handled separately from LIBA Capital’s investment operations and is evaluated case by case. Model outputs support decision-making but do not replace human underwriting, legal review, financial diligence, lender approval, insurance review, or investment judgment.
Institutional Detail
Where discipline meets execution.
01 · Gap
Why traditional underwriting misses opportunities.
Traditional underwriting relies on manual comp pulls, single-source data, and slow reconciliation cycles that leave gaps at the parcel level. Mispriced insurance risk, permit history, and rent trajectory are frequently unseen until after close. The result is opportunities missed and downside underestimated.
02 · Reconciliation
Multi-source evidence reconciliation.
Public records, MLS activity, permit filings, insurance signals, flood exposure, rental data, and zoning are cross-validated at the parcel level. No single source dictates conclusions; disagreements between sources are surfaced explicitly for review. The output is a reconciled parcel view, not a scraped feed.
03 · Explainability
Explainable AI.
Every opportunity score is accompanied by human-readable rationale: the factors that lifted the score, the factors that suppressed it, and the assumptions the model relied on. Black-box outputs do not enter the investment process. Principals review the rationale, not just the number.
04 · Governance
Human-in-the-loop investment decisions.
The platform surfaces opportunities. It does not commit capital. Every acquisition is walked, pressure-tested, and reviewed by a principal, then cleared by the investment committee before an offer is submitted.
05 · IP
Patent Pending technology.
LIBA Capital's investment process is powered by patent-pending technology developed by Colle and deployed for LIBA Capital under a licensing arrangement.
06 · Workflow
Proprietary underwriting workflow.
A tightly scoped set of steps moves a parcel from screening to closing: nightly ingestion and enrichment, multi-source reconciliation, opportunity scoring with explainable rationale, principal review, investment committee decision, and acquisition. Each stage produces an artifact — a memo, a risk register, a decision record — that is preserved for post-mortem review.
07 · Risk
Risk scoring philosophy.
Downside is priced before upside. Each opportunity is scored across four factors — Insurance, Flood, Rent downside, and Concentration — each stress-tested against conservative assumptions. Preservation of capital is the first-order objective; expected return is evaluated only against a fully reserved downside.
08 · Committee
Investment committee review process.
Opportunities that clear underwriting are presented to the investment committee with a written memo, a risk register, and a dissent-first review. Decisions are recorded and revisited quarterly against realized outcomes. No acquisition proceeds without a documented committee decision.