Bonica Capital Advisory

Insights & Case Studies

Real deal analysis, feasibility breakdowns, and capital stack insights. No fluff — just the kind of thinking that drives better decisions.

Analysis · AI & Data Intelligence·March 2026·8 min read

Why Real Estate AI Fails Without Institutional Training Data

The problem is not the model. It is not the prompt. It is the data the model was trained on — and in real estate, that data is almost universally wrong for the job. BCA explains what institutional training data actually looks like and why prompts are just a workaround for domain ignorance.

AI Training DataReal Estate LLMNo PromptsDaaSInstitutional Underwriting
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Analysis · Cost Segregation & Tax Strategy·March 2026·7 min read

The Look-Back Study: How to Recapture 5+ Years of Missed Depreciation in One Tax Return

Most CPAs tell clients the cost segregation window closes the year they buy the property. That advice is wrong — and it costs commercial real estate investors hundreds of thousands of dollars. A Form 3115 change in accounting method captures every year of missed accelerated depreciation as a single current-year deduction. No amended returns. No penalties.

Cost SegregationLook-Back StudyForm 3115Bonus DepreciationTax Strategy
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Case Study · Data Center Underwriting·March 2026·12 min read

Lone Star Compute Campus: Tier 1 Data Center Underwriting

A 36–72 MW AI-ready wholesale and colocation campus in the South DFW corridor. $642M capital stack. 15.2% LP Net IRR. Full institutional underwriting — phased capital deployment, stress tests, and zero speculative assumptions.

Data CenterAI InfrastructureCapital StackTexas$642M
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Case Study · Land Feasibility·March 2025·8 min read

How We Turned a 2-Week Land Analysis Into a Same-Day Decision

A 45.2-acre Michigan subdivision opportunity. A $950,000 asking price. And a developer who needed to know — fast — whether it was worth pursuing. Here's how we compressed the entire process.

Go/No-Go AnalysisLand FeasibilityMichigan
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