AI & Analytics Capabilities

Ryan Cadwell, CCIM®, CPM®

I build and deploy AI tools that compress weeks of market research, site selection, and underwriting into hours — with institutional-grade output. This isn't prompt engineering. It's a systematic methodology built on 18 years of CRE experience and the CCIM analytical framework.

CCIM® Certified Commercial Investment Member CPM® Certified Property Manager Executive MS University of Denver Harvard Business School Negotiation Mastery

The Line of Laziness

There's a critical distinction in how professionals use AI. Above the line: AI amplifies expertise you already have — you can defend every output, explain every assumption, and adapt when conditions change. Below the line: AI masks what you don't know — you're presenting work you couldn't reproduce or explain without the tool. I operate above that line. Everything you see here builds on 18 years of CRE experience, CCIM methodology, and deep market knowledge. The AI compresses time, not competence.

CCIM CI102 Market Analysis Methodology — Built Into Every Workflow

1
Market Delineation
Define trade area boundaries, identify competitive set, map demand generators
2
Demand Analysis
Population, employment, income trends. Demand drivers and growth projections
3
Supply Inventory
Existing stock, pipeline, absorption rates. Competitive positioning analysis
4
Equilibrium & Pricing
Supply/demand balance, rent forecasting, optimal positioning strategy

Core Capabilities

Site Selection & Market Scanning

AI-powered identification of expansion opportunities across target geographies. Filters by demographics, traffic patterns, competition density, and infrastructure access. Automated ranking and visualization.

⚡ 50+ sites evaluated in 2-3 hours

Investment Underwriting

Pro forma models with multi-scenario analysis, sensitivity testing, and investor-ready outputs. Full financial modeling: IRR, NPV, cash-on-cash returns, debt coverage, and hold/sell analysis.

⚡ Full model built in 1-2 hours

Market Analysis & Comps

Rent comparables, cap rate trends, submarket performance metrics, and competitive positioning. CI102 methodology applied: demand drivers, absorption forecasting, equilibrium pricing.

⚡ Comprehensive report in 3-4 hours

Portfolio Analytics & Dashboards

Custom visualizations for occupancy tracking, NOI performance, lease rollover exposure, and benchmarking against market. Automated reporting workflows for investor communications.

⚡ Dashboard deployed in 1 day

Competitive Intelligence

Research and synthesize competitor portfolios, recent transactions, market positioning, and strategic direction. Automated monitoring of target companies and markets.

⚡ Intel brief in 2-3 hours

Due Diligence Automation

Structured extraction and analysis of leases, rent rolls, operating statements, and property documents. Automated flagging of risks and anomalies.

⚡ 100+ page rent roll in 1 hour

Sample Deliverables

SBI Site Selection Report

Identify small-bay industrial expansion sites across Indiana markets. Evaluate demographics, traffic, competition, and infrastructure.
OutputRanked site list with scoring matrix, demographic overlays, competition heat map, and site-specific recommendations.

Investment Pro Forma

Underwrite acquisition or development opportunity with full financial analysis and scenario modeling.
Output10-year cash flow projection, sensitivity matrix, return summary, debt sizing, and investment committee memo.

Market Analysis Brief

Evaluate submarket fundamentals for client advisory, investment committee, or pitch materials.
OutputDemand drivers analysis, rent trend charts, absorption forecast, competitive landscape, and pricing recommendations.

Competitive Intel Report

Research competitors for business development, market entry, or strategic planning.
OutputPortfolio summary, ownership structure, recent activity timeline, market positioning, and opportunity assessment.

Automated Intelligence Workflows

I've built automated market intelligence systems using Google Gemini that deliver curated, sourced briefings on a recurring schedule — turning hours of manual research into hands-free monitoring.

WEEKLY

SBI & Megaproject Briefing

Indiana $500M+ project tracking. New announcements, zoning decisions, construction timelines, and SBI opportunity signals — with sourced citations.

→ Delivered to investment partners
DAILY

CRE News Update

National market trends (office, industrial, retail, multifamily) plus Indiana-specific deals, transactions, and development news — curated and sourced.

→ ~2pm daily delivery
DAILY

Residential Market Report

Mortgage rates, Fed policy, pending sales data. Indiana MSA metrics: MIBOR data, county-level performance, inventory trends, foreclosure tracking.

→ ~2pm daily delivery

Built on Google Gemini automation framework. Every item sourced with direct links. No AI hallucinations — just curated market intelligence.

Tools & Stack

Claude AI Google Gemini Python / Node.js Google Workspace Automation CoStar STDB Business Analyst Census / ACS Data Custom Web Dashboards Excel / Google Sheets Power BI ARGUS Procore Buildertrend

Let's Talk

Interested in what AI-powered analytics can do for your team?

rscadwell@gmail.com