A small contribution
to the silos’s fall.
ledesign.ai
We’re graduate engineers from Chile and Mexico who met during our programs in the US. We build platforms, organize data, and deploy AI agents — bridging disciplines to solve problems that no single field can tackle alone.
We’ve seen how knowledge gets trapped in silos — between departments, between software, between countries. We’re building the tools to break those barriers down.
What We Do
Five service tiers that scale from data audits to full platform builds. Every engagement starts with understanding your data — because clean pipelines unlock everything else.
Data Organization & Pipelines
Clean data is the foundation. We audit, restructure, and unify your data.
Big tech created silos — Google Sheets, Excel, proprietary formats — to keep you locked in. Every format is a bucket designed to prevent your data from flowing freely. AI agents can translate between any format using their full context window, but the real unlock is organizing your data so pipelines are clean from the start. We audit your data landscape, design unified schemas, and build pipelines that make your information truly yours.
Deliverables
- ›Data landscape audit
- ›Schema design & format unification
- ›Pipeline architecture
- ›Migration execution
- ›Documentation & training
Platform Adaptation
We adapt our platforms — or yours — to fit your exact workflow.
You don't need to start from scratch. We take existing software — our own platforms or third-party tools you already use — and adapt them to your specific infrastructure and workflows. Meet your team where they are, not where some vendor wants them to be.
Deliverables
- ›Current infrastructure assessment
- ›Integration architecture
- ›Platform customization
- ›Data migration from legacy systems
- ›Team onboarding
IoT & Monitoring Systems
From groundwater transducers to security systems — hardware to dashboard.
We design and deploy monitoring systems at any scale. Whether it's groundwater levels with custom transducers, indoor agriculture, or community security — we handle the full stack from sensor networks to real-time dashboards. We've built our own devices and know when to design custom hardware vs. adapting existing solutions.
Deliverables
- ›Sensor network design
- ›Hardware specification or custom device development
- ›Data collection pipeline
- ›Real-time monitoring dashboard
- ›Alert systems (WhatsApp, email, SMS)
AI Agents & Chatbots
AI that knows your data — not generic chatbots, but agents built for your workflows.
Generic AI is everywhere. What's rare is AI that actually understands your specific data, your domain, and your workflows. We build agents and chatbots connected to your datasets that can answer real questions, automate real processes, and learn from your team's expertise.
Deliverables
- ›Data source integration
- ›Custom agent development
- ›Workflow automation
- ›Conversational interface
- ›Performance monitoring & iteration
Full Custom Development
Complete platform builds — from concept to production.
When your needs don't fit into existing tools, we build from the ground up. We've shipped platforms across political intelligence, civil engineering design, groundwater research, real estate, and e-commerce. Our stack is modern, our deployments are fast, and every platform is built to evolve with your needs.
Deliverables
- ›Requirements & architecture design
- ›UI/UX design
- ›Full-stack development
- ›Database design & optimization
- ›Deployment & ongoing support
Who We Are
We’re a team of graduate students and engineers from Chile and Mexico who met during our programs in the United States. Civil engineers, environmental scientists, software developers — different backgrounds, different disciplines, but the same realization:
The biggest constraint on knowledge today isn’t talent or data — it’s the walls between them.
We watched hydrologists unable to use tools built for civil engineers. We saw campaign teams drowning in spreadsheets that couldn’t talk to each other. We experienced firsthand how software designed in isolation creates more problems than it solves. So we started building across the boundaries — crossing disciplines, crossing borders, crossing the gap between hardware and software.
Our founding team is based in Concepción and Chillán, Chile and Guadalajara, Mexico. We work with clients in both regions and beyond — because the problems we solve aren’t limited by geography.
Why Data Organization Comes First
Every big tech company created its own data format — its own bucket. Google Sheets, Excel, Salesforce, SAP — each one designed so your data stays inside their walls. They call it an “ecosystem.” We call it a cage.
The breakthrough with modern AI isn’t just that it can answer questions. It’s that an AI agent can use its full context window to translate between any file format — reading the structure, understanding the semantics, and mapping it to a clean schema. What used to take weeks of ETL engineering, an agent can do by understanding context.
But here’s what most people miss: the real value isn’t in translating messy data after the fact. It’s in organizing your data so your pipelines are clean from the start. When your data flows freely, every tool you build on top — monitoring dashboards, AI agents, automated reports — works better, faster, and cheaper.
This is what we saw across our own disciplines. The hydrology team couldn’t use the civil engineering tools. The campaign analysts couldn’t merge their data sources. The researchers couldn’t connect their field sensors to their analysis platforms. Every time, the root cause was the same: data trapped in silos that were never designed to work together.
Our Work
Platforms we’ve built across political intelligence, engineering design, environmental research, IoT monitoring, and more.
LeCivil
Unified civil engineering design platform
Structural, hydraulic, pavement, and road design in one platform. Replaced fragmented Excel workflows with integrated calculations and automated reporting for civil engineers.
LeMonitor
Groundwater monitoring with custom transducers
We developed custom pressure transducers and built an integrated platform to monitor groundwater levels. From device design to data pipeline — a complete monitoring solution connecting field sensors to research dashboards.
Lepulse
Political campaign intelligence
Data-driven analytics for Chilean political campaigns. ETL pipelines for election data, social media monitoring, meeting intelligence, and campaign strategy tools.
CAESER Research Platform
Groundwater research & scientific writing
AI-powered research platform for hydrology. Multi-database architecture for water levels, barometric data, water quality, and contamination tracking with scientific writing guidance.
LeSafe
Community security monitoring
ESP32 sensor networks with WhatsApp alerts and AI agents for home and community security in Chile. Real-time monitoring with intelligent threat assessment.
Growbox
Smart indoor agriculture
Indoor berry growing system with ESP32 sensor monitoring, automated environment control, and a real-time dashboard for growing conditions.