Proof of Work
Case Studies
Real problems. Real solutions. Built and deployed — not just proposed.

Gulf Coast Boat Sales
Pricing Intelligence & Inventory Optimization for a Family-Owned Marine Dealership
Data-driven pricing model and demand forecasting system for a South Texas boat dealership — replacing gut-feel pricing with ML-powered inventory intelligence.
23%
Faster Inventory Turnover
$2,800
Avg Pricing Uplift
91%
Forecast Accuracy

Garza, Robles & Cantu Law
NLP-Powered Document Triage & Case Classification for a Personal Injury Firm — an illustrative scenario
An illustrative scenario: NLP-powered document triage and case classification for a high-volume personal injury firm, with bilingual capability. The firm is a composite and every figure is modeled.
-73%
Intake-to-Assessment
94.2%
Classification Accuracy
-81%
Critical Detail Miss Rate

Valley Auto Exchange
ML-Powered Dynamic Pricing & Inventory Turn Optimization for a Used-Car Lot
ML-powered dynamic pricing engine and inventory turn optimizer for a South Texas used-car lot — replacing intuition-based pricing with real-time market intelligence.
-37%
Days on Lot
+$840
Gross Margin per Unit
-71%
Aged Inventory

HarliBot
Bilingual Municipal AI Chatbot for the City of Harlingen, TX
Bilingual municipal AI chatbot deployed for the City of Harlingen, TX — enabling residents to access city services and information in English and Spanish 24/7.
2
Languages Supported
24/7
Availability
5+
Integration Points

Market Regime Detector
Cross-Asset Sentiment-Based Market Regime Classification
Sentiment-based cross-asset market regime detection system that classifies market conditions using NLP on financial news, earnings calls, and SEC filings.
4
Asset Classes
2-5 days
Lead Time
10K+
Source Documents
FinRAG
Multimodal Retrieval for Financial Documents
A multimodal retrieval layer for financial documents: filings, transcripts, charts and earnings audio embedded into one shared vector space, searched together, and explained per result.
4
Modalities, One Vector Space
3072 / 768
Named Vectors per Point
SHAP
Result Explanations

Rio Grande Builders
Lead Scoring & Neighborhood Demand Forecasting for a South Texas Home Builder
Lead scoring and neighborhood demand forecasting system for a South Texas home builder — replacing spray-and-pray marketing with data-driven land acquisition and buyer targeting.
-62%
Unsold Inventory
+34%
Lead-to-Close Rate
-28%
Marketing CPA
SPI Beach Resort Analytics
Revenue Management & Guest Intelligence for a South Padre Island Resort
Revenue management and guest sentiment intelligence for a South Padre Island resort — combining demand forecasting, dynamic pricing simulation, and NLP-driven review analysis.
$340K
Revenue Uplift
3
Top Complaint Drivers
89%
Forecast Accuracy
Gulf Shrimping Operations
Fleet Optimization & Market Timing for a Commercial Shrimping Fleet
Fleet-wide trip profitability analysis and market timing system for a Gulf of Mexico shrimping operation — optimizing fuel costs, catch-per-unit-effort, and wholesale price timing.
$127K
Fuel Savings
18%
Revenue Increase
2.3x
CPUE Spread
South Texas Urgent Care Network
Patient Volume Forecasting & No-Show Prediction for a Multi-Clinic Network
Patient volume forecasting, no-show prediction, and staffing optimization for a multi-clinic urgent care network in South Texas — reducing wait times and labor costs simultaneously.
31%
Wait Time Reduction
$215K
Labor Savings
19%
No-Show Rate

Valley Citrus & Agriculture
Yield Forecasting & Freeze Risk Analytics for Rio Grande Valley Growers
Yield prediction, irrigation optimization, and freeze risk quantification for a Rio Grande Valley citrus cooperative — turning weather data into actionable farming intelligence.
$890K
Yield Improvement
42%
Water Waste Reduction
11 days
Freeze Warning

