Construction materials and logistics·Querétaro, MexicoNDA
An AI operation that captured after-hours demand, extended customer-service capacity, and optimized delivery routing.
ChallengeLeads were missed outside business hours, customer-service capacity was insufficient, and delivery routes were inefficient.
My roleArchitecture, team leadership, implementation oversight, and hands-on contribution throughout delivery.
Architecture- Zoho
- Dify
- Langfuse
- PostgreSQL
- Google services
- WhatsApp
- LLM providers
Scale- • 10 internal users
- • ~2,500–5,000 external users
Outcome- • Avoided hiring approximately three to four additional people
- • Sales increased approximately 20%
- • Route costs decreased approximately 30%
Client described anonymously under NDA.
Logistics operations·Heredia, Costa RicaNDA
An AI layer over logistics operations that recovered missed leads and increased qualified opportunities at scale.
ChallengeMissed leads and operational workload limited the volume of qualified opportunities the team could pursue.
My roleArchitecture, team leadership, delivery oversight, and hands-on implementation.
Architecture- Odoo
- Dify
- Langfuse
- PostgreSQL
- Google services
- WhatsApp
Scale- • 15 internal users
- • ~30,000–35,000 external users
Outcome- • Sales increased approximately 15%
Client described anonymously under NDA.
Technology holdings·Heredia, Costa Rica
Internal AI operations that reduced manual workload and lifted sales across the organization.
ChallengeInternal operations carried manual workload that constrained responsiveness and commercial output.
My roleArchitecture, team leadership, implementation oversight, and hands-on contribution.
Architecture- Jira
- Dify
- Langfuse
- PostgreSQL
- Google services
- WhatsApp
Scale- • 5 internal users
- • ~2,000–2,500 external audience
Outcome- • Sales increased approximately 10%
Legal·San José, Costa RicaNDA
A forensic research tool that interprets and searches a large body of legal protocols.
ChallengeThe engagement required a forensic research tool capable of interpreting and searching a large body of legal protocols.
My roleFull architecture and implementation ownership.
Architecture- Parallel AI agents (Claude and OpenAI)
- Tesseract OCR
- Next.js
- Retrieval-augmented generation (RAG)
Outcome- • Supported legal work connected to a claim exceeding USD 1 million
Client described anonymously under NDA.
United States insurance·United StatesNDA
AI-assisted migration of enterprise content from WordPress to Contentful across 15 websites.
ChallengeContent had to be migrated from WordPress to Contentful across 15 production websites without disrupting large daily audiences.
My roleFull architecture and implementation ownership.
Architecture- Parallel Claude and OpenAI workflows
- Node.js and CLI scripts
- AI-assisted planning, content structures, and validation
Scale- • 15 websites
- • ~25 internal users
- • ~35,000 daily users per website
Outcome- • Migrated 15 sites in approximately three to four days, including scripting and AI plus human validation
Client described anonymously under NDA.
Regulated SaaS (medical-device manufacturers)·United States, remote-first
A full platform reconstruction for a regulated SaaS serving medical-device manufacturers, with distributed delivery and disciplined vendor governance.
ChallengeA regulated SaaS platform required full reconstruction while improving delivery speed, cost, and operational reliability.
My roleDirector of Engineering: architecture, team, and operating model from concept to production.
Architecture- Cloud-native platform reconstruction
- Delivery automation and operational tooling
- MSA, SOW, and T&M vendor governance
Scale- • Distributed, remote-first engineering organization
- • Engineering organization grew by 50%
Outcome- • Delivery cycle reduced from four weeks to one
- • Cloud infrastructure cost reduced by 80%
- • Approximately 80% of manual operations automated