Manufacturing NPI · AI Automation · Puerto Rico

Manufacturing NPI Leader + AI Automation Builder

Based in Puerto Rico, serving global clients

30+ years leading hardware NPI from EVT through mass production for aerospace and AI hardware + rapid web development, AI agents, and white-label AI infrastructure for agencies and businesses in Puerto Rico.

30

Years on factory floors

2

Aerospace programs: satellite, launch

4

Service lines, hardware to AI

3

Live builds you can click

01  About

Hi, I'm Edwin Monclova

I'm a manufacturing & operations consultant and AI automation builder based in Puerto Rico. I split my time between hardware programs that have to ship and automation that removes the busywork around them.

Read my story →

02  Services

What I Do

01

Manufacturing & Operations Consulting

For: Hardware startups, electronics manufacturers, aerospace suppliers

  • Contract manufacturer (CM) selection and qualification in Asia (Taiwan, China, Thailand)
  • NPI leadership from EVT through mass production
  • Custom ASIC/chip integration on complex PCBAs
  • Failure analysis: probe station, SEM/EDX, acoustic microscopy
  • Quality systems (QMS), supplier audits, supply chain cost reduction

Experience: Consumer electronics, datacenters, aerospace, AI hardware

$150–$300/hour · Project minimums $5,000–$15,000

Learn more →

02

Rapid Web Development & Automation

For: Market research firms, event organizers, NGOs, SMEs in Puerto Rico

  • Custom-designed landing pages (deployed live, not templates)
  • Registration systems using form + spreadsheet + script automation
  • Email verification, unique ID generation, referral tracking
  • Edge deployment and domain connection
Live case study: Market research registration system

Landing pages $500–$2,000 · Registration systems $1,500–$5,000

Learn more →

03

AI Agents & Workflow Automation

For: Customer support teams, professional services, marketing agencies

  • Conversational chatbots
  • Realistic AI voice
  • Fast-built functional web apps
  • Cross-platform automation
Live case study: AI assistant for agency client

Automation builds from $1,600 · Monthly support $97–$500/month

Learn more →

04

White-Label AI Infrastructure for Agencies

For: Marketing agencies, consulting firms, SaaS companies

  • Client-branded AI assistants built on client's own knowledge base
  • Knowledge base curation (transcripts, reports, spreadsheets) so AI can query and cite accurately
  • Migration from no-code platforms to custom API + vector database stack
  • White-label architecture: one backend, multiple client-branded instances

Real work: Technical infrastructure for a marketing agency

Setup/migration $5,000–$25,000+ · Monthly retainer $2,000–$10,000+

Learn more →

03  Portfolio

Selected Work

Screenshot of the Market Research Registration System website

Market Research Registration System

Registration system for a market research campaign

A complete registration system built and deployed on form + spreadsheet + script automation:

  • Unique participant ID generation
  • Email verification workflow
  • Referral tracking (who referred each participant)
  • Real-time dashboard for the campaign team

Forms · Spreadsheets · Script automation

View live site
Screenshot of the AI Assistant for Agency Client website

AI Assistant for Agency Client

Client-branded conversational AI assistant

A client-branded conversational AI assistant with:

  • Knowledge base curation (transcripts, reports, spreadsheets)
  • Accurate citation — responses include source references
  • White-label architecture (one backend, multiple client instances)

Rapid web builder · Chatbot platform · Voice AI · API + Vector DB · Workflow automation

View live site
Screenshot of the E-commerce Storefront website

E-commerce Storefront

E-commerce store for an odor-removal soap brand

A branded e-commerce storefront for an activated-charcoal shampoo and body bar, from brand design through live deployment.

E-commerce platform · Brand design · Store setup

View live site

04  The Book

Cover of The Hardware NPI Playbook by Edwin Monclova

The Hardware NPI Playbook

A practical guide to hardware NPI

A practitioner's field guide: phase gates (EVT/DVT/PVT), manufacturing partner selection and management, supplier quality and BOM risk, and root cause failure analysis — distilled from 30+ years on factory floors.

05  Testimonials

What Clients Say

"Edwin built our entire registration system in days — unique IDs, email verification, referral tracking, all on spreadsheets. Zero SaaS costs, zero downtime during the campaign."

— Campaign Lead, Market research project

"The AI assistant transformed how our client handles customer questions. It cites source documents accurately, and the white-label setup means we can replicate this for other clients."

— Partner, Marketing agency

06  Contact

Ready to work together?

Based in San Juan, Puerto Rico. Available for remote consulting worldwide and on-site projects in Puerto Rico.