Work
61 projects since 2021, each with what it does, its stack and its results. Filter by domain or organization, or search by tool.
GeoAI Decision Catalog & Competitive Landscape
Led an evidence-disciplined research program defining the questions, data proxies and competitive position for an AI spatial strategist serving location-intelligence clients in Mexico and Latin America.
Last-Mile Network Decision Platform for a Digital Pharmacy
Built a fulfillment-intelligence platform for a leading Mexican digital pharmacy that combines its observed orders with public census, business-directory and street-network data in one map-based workspace for delivery promise, dispatch, demand, supply and network decisions.
Tool-Grounded Agentic Map Assistant
Led the v2 redesign of BlackPrint's map copilot, turning a chat widget into a tool-grounded assistant that operates the territory-intelligence platform through typed, user-confirmed actions.
Monthly Retail Footprint Scraping Framework
Built a monthly branch registry for Mexican retail chains that uses only official sources: it scrapes each brand's own store locator, normalizes locations to a single schema and diffs runs to detect openings and closings.
Point-Based Market Study Generator
Led development of mireporte.ai, a BlackPrint product that turns a point on a map into a frozen 25-section market study with ten data layers, a printable PDF, a folio and hashes of its sources.
Built a field-verification demo for an early-stage verification venture serving banks and insurers, turning each phone capture into a hash-sealed evidence package with a site map, score breakdown and chain of custody, shown on the meeting-room screen seconds later.
Local Multimodal Typed-Decision Workbench
Built a local FastAPI workbench for typed yes/no, choice and score decisions over text, images and video frames, with an evaluation harness that separates working software from model quality.
Real-Data 3D Web Experience
Built BlackPrint's bilingual marketing homepage as a real-data map experience, rendering cadastral, activity and market layers from company data with deck.gl and MapLibre.
Multi-Brand Site Score & Sales Prediction Platform
Built a multi-brand site-selection platform for a quick-service restaurant group that scores every city block in its markets, estimates store sales and shows where to open next without cannibalizing existing stores.
AI-Assisted Distribution Planning for a Coatings Manufacturer
Built an AI-assisted territory-growth system for a Mexican paint and coatings manufacturer that crosses its commercial portfolio with territorial census data to decide which clients to convert, where to prospect and where to open flagship stores across 16 Monterrey-area municipalities.
Retail Prefeasibility Report
Built a site-feasibility dossier assessing a resort-city parcel in Mexico for a big-box home-improvement store, with every figure traced to its source, universe and cutoff date.
Partner Network Decision Platform
Built a concept partner-intelligence platform that shows a global express carrier where to grow its partner network in Mexico City and which partners to prioritize, with explainable scores handed to the CRM.
Location-Only Demand Recovery Intelligence
Built a command-center demo that ranks a global parcel carrier's retail locations by recovery priority using only its location file plus territory intelligence and public signals.
AI-Grounded Site Report Factory
Built an AI report factory that turns a parcel picked on a city map into a grounded Highest & Best Use study published as a web report, PDF, narrated deck and advisory chat.
Conversational AI & Lead Qualification Engine
Architected and built a production WhatsApp sales agent and real-time operator dashboard that qualifies leads and books advisor appointments for two real-estate developments sharing one WhatsApp number.
Corridor Attractiveness & Bottom-Up Sales Projection
Delivered a bilingual area study for a motorcycle brand's new point of sale in a large State of Mexico municipality, ranking four commercial corridors with a seven-factor attractiveness index and projecting monthly unit sales bottom-up from official registration and census data.
Governed Geospatial Knowledge Graph with Claude Tools
Researched and built a reproducible geospatial knowledge-graph demo that keeps the spatial database as the source of truth while serving a validated read-only snapshot to graph queries, an expansion lab and optional Claude tool use.
Field Verification & Route Optimization Platform
Built a field-operations platform for municipal business-regularization programs that plans optimized routes for inspection crews, captures tamper-evident evidence offline and runs compliant WhatsApp outreach.
Home-Improvement Retail Location Intelligence
Delivered a multi-format site study for a Latin American home-improvement retailer's prospective big-box store in the Monterrey metro area, combining ten documented models, from household spending baskets and pass-by mobility to origin–destination capture and cannibalization, in one auditable web report, deck and data package.
Fashion Retail Expansion Scorecard
Built a reproducible Node.js and PostgreSQL pipeline and a single-file editorial report that scored eight brands of a global fashion retail group for an opening at a major shopping mall in northwestern Mexico.
Merchant Payment-Acceptance Propensity Platform
Built a territorial payment-acceptance platform for a global payments network that scores Mexico's ~5.5M merchants with an explainable conversion-propensity model and lets teams filter, map and export prioritized merchants with coordinates.
Route-Optimized Execution Platform
Built a pilot-ready field-sales execution platform for a national pharmaceutical distributor that digitizes territory assignment, driving-aware daily routing, GPS-tracked pharmacy visits with mandatory photo evidence, and supervisor review across a five-role sales hierarchy.
AI-Operated Retail Expansion Planning
Built an AI-operated expansion operating system, deployed as executive demos for two national retail chains and a global quick-service restaurant brand, that takes expansion teams from territorial analysis to site evaluation, deterministic monthly financials and a five-year opening plan.
Foot-Traffic Rhythms Across Five Shopping Centers
Built a self-contained mobility report for a national athletic-footwear retailer comparing device-based foot traffic, weekly rhythm and peak hours across five shopping centers.
Mobility-Driven Market Sizing for a Consumer-Electronics Brand
Delivered an interactive location study for a global consumer-electronics brand's pick-up point on an industrial corridor in the Guadalajara metro area, sizing its addressable market across residential, pass-through and workforce demand.
Territorial Prioritization Platform
Built a territorial prioritization platform and reports for a Mexican social enterprise expanding affordable eye surgery, scoring states and municipalities on modeled demand and supply gaps.
Multi-Actor Equipment-Leasing Platform with Anti-Fraud Gates
Prototyped a full-stack, multi-actor platform for a Mexican equipment-leasing fintech in which a 10-step origination state machine advances only when the responsible party's evidence exists in the database.
Block-Level Site Selection & Sales Estimator
Built an interactive site-intelligence demo that scores 16,472 city blocks in Mérida and estimates monthly sales for a candidate branch with a log-linear regression model.
Geospatial Real-Estate Pricing Intelligence
Built a password-gated comparables explorer for a real-estate client that unified 36,027 Guadalajara sale and rental listings into median-priced zone benchmarks, with a below/at/above-market verdict for every property.
Excel-Parity Decision Studio
Rebuilt an industrial real-estate development Excel workbook as a TypeScript web app whose deterministic financial engine matches the source model cell by cell.
Interactive Site-Selection Report
Rebuilt a 29-page location-intelligence PDF as an interactive, password-protected web report that benchmarked two operating restaurants of a pizza franchisee against two prospective sites in southeastern Mexico.
Downtown Monterrey Mobility Platform
Built an interactive Next.js platform that turned a colleague's location-data study of downtown Monterrey into explorable passer-by KPIs, origin maps and zone comparisons.
Economic-Census Explorer with a RAG Agent
Prototyped a state-level geo-intelligence platform for a Mexican state's sustainable-development agency that puts environmental, industrial and public-program modules over a single economic-census map, with roles, an audit trail and an AI agent that cites its sources.
Satellite Footprint Capture Tool for HBU Analysis
Built a browser tool that captures building and lot footprints from satellite imagery by search or click, classifies them and exports one GeoJSON collection for a Tijuana highest-and-best-use dashboard.
Lodging Market Platform for a State Government
Built a password-gated short-term-rental intelligence platform for a Mexican state government that maps 42,357 vacation-rental listings to show lodging-tax gaps, tourism performance, housing pressure and competition with formal hotels.
Affinity Network & NLP Analysis Ecosystem
Designed a 360-degree analytics ecosystem and secure anonymization pipeline for chatbot operational databases, extracting sociodemographic insights under LFPDPPP privacy regulations.
Geospatial License Analytics Dashboard
Built a high-performance geospatial analytics dashboard to visualize over 110,000 active and blocked commercial business licenses in Querétaro, mapping Redshift datasets with interactive bounding boxes and metadata export pipelines.
Low-Code Territory Intelligence SaaS
Designed and scaffolded a low-code territory-intelligence SaaS that maps BigQuery-scale Mexican socio-demographic and geographic data into explainable geospatial applications.
Geospatial Predictive Modeling
Developed a predictive sales intelligence system and interactive GIS simulator to model branch performance and analyze competitive attraction in Querétaro.
Multi-Source POI Matching Pipeline
Engineered a multi-stage entity-resolution pipeline that merged, deduplicated and cadastrally enriched 230,553 commercial and government business records in Querétaro, producing the dataset behind the Radar Comercial platform.
Neighborhood Safety Modeling
Designed a multi-factor geospatial proxy security index at the neighborhood (colonia) level for Ecatepec, modeling spatial crime correlation and public exposure metrics.
Client Booking & Management Web App
Designed and developed a client-facing booking web app for a local barbershop in Colima, integrating custom calendar scheduling parameters per-barber and modern fluid galleries with SEO optimization.
Certified Legal Translation Pipeline
Led and guided a team of interns to develop a high-fidelity Python CLI pipeline using Gemini Vision API, instructing them on OCR best practices and spatial layout mapping to automate certified translations of multi-page legal documents.
Led the development and guided a team of interns to build a meeting intelligence system that converts Zoom/Teams/Meet recordings into searchable transcripts and structured summaries with group-based access control.
Legal AI Generator
Led and directed a team of interns to build a production-grade FastAPI and React legal document generator utilizing Gemini 1.5 Pro, instructing them on prompt engineering, strict document styling, and secure local audit trails.
Built an LLM-powered GeoAI platform to model 2.5M+ urban blocks with real-time inference and interactive mapping for faster decision-making.
Developed an advanced analytical platform integrating historical electoral data (2018-2024) with socioeconomic indicators at the block level for all of Mexico, allowing multidimensional analysis of electoral behavior. Implemented a frontend with React 18, TypeScript 5.0, and Mapbox GL JS v2.15 with custom extensions for interactive geospatial visualization and spatial analysis using Turf.js.
Built a multi-agent LLM system grounded in PrimeKG and Neo4j to improve medical QA accuracy through multi-hop reasoning.
Built an OCR and Llama 3.3 document extraction pipeline for invoices, packing lists, and customs documents, delivering structured outputs at scale.
Designed and implemented a custom RAG (Retrieval Augmented Generation) system with chatbot for the industrial real estate sector, integrating Anthropic's Claude 3.5 Sonnet and OpenAI APIs. Developed a data processing system for semantic vectorization (embeddings) of complex real estate information using OpenAI Embeddings and FAISS for efficient search.
Developed a complete data analysis and business visualization ecosystem consisting of three interconnected projects: a RESTful API backend (FastAPI), an interactive dashboard (React), and a report generation platform (Flask with AI). Implemented a RESTful API with FastAPI that provides access to analytical data stored in MongoDB, with endpoints for different dimensions of business analysis.
Developed a complete demand forecasting and inventory optimization system for the beverage industry, incorporating time series analysis, statistical modeling, and full-stack implementation. Designed and built a robust ETL pipeline for beverage sales data, with multiple source integration, advanced cleaning with pattern extraction, and automated outlier detection.
Advanced Visualization of the Competitive Landscape
Leveraged GPT-4 and GPT Vision for competitor analysis, using chain of thought reasoning and previous examples to extract insights on employee count, building size, and competitor locations. Implemented GIS tools with GeoJSON and ArcGIS Online, overcoming data cleaning challenges to create detailed maps of showroom and retail locations.
Designed and developed an interactive personal portfolio using Astro, React, and Tailwind CSS, optimizing for performance and SEO while leveraging popular frameworks for UI development. Implemented a responsive and accessible design following W3C Web Content Accessibility Guidelines (WCAG), ensuring optimal user experience across all devices and tested using browser developer tools.
Developed an automated system for efficient analysis of large-scale web analytics data using Google Analytics metrics and dimensions, with on-demand data extraction and batch processing. Designed and implemented a comprehensive ETL pipeline, incorporating data cleaning, validation, and profiling, along with AI-driven insight generation using Large Language Models.
Developed a robust time series analysis and forecasting pipeline using Python, incorporating multiple advanced models including SARIMA, Prophet, XGBoost, LSTM, and Transformer. Implemented data preprocessing techniques such as handling missing values, resampling, and feature engineering to enhance model performance.
Automated survey data analysis from SurveyMonkey, reducing a 1-2 month process to seconds of script runtime. Implemented data normalization and weighted sampling to mitigate demographic biases in survey responses.
Extracted financial data via Alpha Vantage API and visualized trading patterns using Plotly in Python, implementing rate limiting and error handling for data consistency. Configured a MongoDB database with a document-based schema for storing varied economic data, optimizing for scalability and query performance.
Conducted exploratory geospatial analysis in ArcGIS using data from the Jalisco Seismic Network, utilizing time slider for temporal visualization. Analyzed patterns between earthquake intensity and elevation using Getis-Ord Gi* spatial statistics and Geographical Weighted Regression.
Delivered property analytics with Google Maps geocoding and robust pandas/SQL ETL pipelines for high-confidence operational reporting.
Analyzed user engagement using metrics like DAU, MAU, and feature adoption rates, segmenting users by subscription tier and usage frequency. Developed custom JavaScript visualizations in Looker Studio, creating interactive sankey diagrams and heatmaps.
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