Process diagnosis & automation
I map how work actually flows, quantify where time and money leak, and rebuild the process with automated pipelines instead of spreadsheets and copy-paste.
- Python
- n8n
- Make
- APIs & Webhooks
- RPA
- FlexSim
Automation · Data · AI Systems — Bogotá, Colombia
Automate the work. Analyze the signal. Scale the business.
Industrial engineer and founder. I diagnose how organizations actually work, quantify the inefficiency, and rebuild the process around data and automation — cutting up to 90% of manual processing time for clients in manufacturing, energy and construction.
open to work
4int. competitions
3first places
90%manual time cut
Selected and recognized in 2026 by
01 Stellar · Pulso Hackathon
02 Vendimia Hackathon, Mendoza
03 Etherfuse · Stellar Builder Summit
04 30X × Colsubsidio
05 Springer · published author
90%
Reduction in manual processing time delivered to clients
+25%
Projected campaign ROI lift from the MercadoLibre segmentation study
5,000
Row database built and analyzed with SPSS multivariate methods
5th/500+
Finalist among 500+ participants — 30X × Colsubsidio Hackathon
What I do
I don't just build tools.
I fix how the operation runs.
Every engagement starts the same way: understand the real process before automating it. Then build the smallest system that removes the bottleneck for good.
Data & business intelligence
From raw, unstructured operational data to dashboards leadership actually uses: structured datasets, statistical analysis and reporting that answers the decision, not just the question.
- Power BI
- SQL
- SPSS
- Pandas
- RapidMiner
- Web scraping
AI agents & LLM applications
Agentic workflows and RAG pipelines built on the Anthropic and OpenAI APIs — document extraction, conversational advisors and assistants wired into the systems a team already uses.
- LangChain
- Anthropic API
- OpenAI API
- RAG
- Claude Code
- Prompt engineering
Selected work
Systems shipped,
not slide decks.
01
Co-founder · 2026 — present
Truway — verifiable funding infrastructure
Infrastructure on Stellar that makes donor funding traceable and verifiable for NGOs. Foundations capture expenses from a photo through a WhatsApp bot, funds are disbursed and anchored automatically, and donors verify how every peso was used — without ever seeing a wallet or a hash. Selected participant at the Stellar Builder Summit and Stellar House, São Paulo.
Stellar / SorobanNestJSNext.jsPostgreSQLGeminiWhatsApp API
3 wins
International competitions won with this product in 2026
02
Founder · Feb 2024 — present
Ceston — automation & data practice
End-to-end automation and data work for operations-driven companies across manufacturing, energy and construction. I lead each engagement from problem scoping to delivery: diagnose the process first, then build reporting pipelines, dashboards and internal web tools that replace the manual routine entirely.
PythonPower BISQLMakeNotion APISupabase
−90%
Manual processing time on automated reporting pipelines
03
Data analyst · Jan — Jun 2025
MercadoLibre — consumer segmentation study
Built a 5,000-row primary research database and ran multivariate analysis in SPSS — cluster analysis, ANOVA and regression — to profile consumer behavior. Isolated three high-value segments and translated them into a go-to-market strategy for the marketing team.
SPSSPythonCluster / ANOVARegressionData viz
+25%
Projected campaign ROI lift from the segments identified
04
Market intelligence · Jun — Dec 2025
Prolub — cross-industry benchmarking system
Led a benchmarking study across oil & gas, construction and manufacturing: competitor strategies and product portfolios mapped through primary research and industry interviews, then turned into structured datasets, Power BI dashboards and executive reports used for leadership-level decisions.
Power BIExcelWeb scrapingPrimary research
3 sectors
Oil & gas, construction and manufacturing benchmarked
05
Hackathon · 2026
Conversational insurance advisor — 30X × Colsubsidio
An LLM advisor that automates an end-to-end insurance sales process: it qualifies the customer, explains coverage in plain language and carries the conversation to closing. Finished 5th out of more than 500 participants.
LLM agentsPythonConversational designProcess mapping
5th / 500+
Finalist, Bogotá 2026
Awards & competitions
Four international competitions
in 2026. Three first places.
Built and pitched under 48-hour constraints, against teams from across the Americas.
1st place — winner
Vendimia Hackathon
International hackathon held in Argentina's wine region, bringing together builders from across LATAM.
Mendoza, Argentina · 2026
1st place — winner
Pulso Hackathon
International competition across the Americas hosted by the Stellar blockchain ecosystem.
Stellar ecosystem · 2026
1st place — bounty winner
Etherfuse Bounty — “Emerging-Market Yield, Brazil-first”
Won at the Stellar Builder Summit, engaging directly with Stellar leadership and the LATAM ecosystem.
São Paulo, Brazil · 2026
Finalist — 5th of 500+
30X × Colsubsidio Hackathon
Conversational insurance advisor automating an end-to-end sales process, built in under 48 hours.
Bogotá, Colombia · 2026
Experience
Where the work happened.
Founder — Process Automation & Data
Ceston Feb 2024 — Present- Build end-to-end automation and data solutions for operations-driven companies, leading each engagement from problem scoping to delivery.
- Automated reporting pipelines that cut manual processing time by up to 90%, improving operational visibility and decision speed.
- Diagnose client processes before automating them, turning unstructured operational data into actionable systems with Python, Power BI and SQL.
Co-Founder
Truway 2026 — Present- Blockchain infrastructure on Stellar that makes donor funding traceable and verifiable for NGOs, addressing transparency in the social sector.
- Selected participant at Stellar Builder Summit and Stellar House (São Paulo, 2026), engaging directly with Stellar leadership and the LATAM ecosystem.
Market Intelligence & Business Analyst
Prolub Jun — Dec 2025- Led a benchmarking study across oil & gas, construction and manufacturing, analyzing competitor strategies and product portfolios through primary research and industry interviews.
- Built structured datasets and Power BI dashboards; delivered executive reports supporting leadership-level decisions.
Data Analyst — Market Study
MercadoLibre Jan — Jun 2025- Built a 5,000-row database and ran SPSS multivariate analysis (cluster, ANOVA, regression) to profile consumer behavior.
- Isolated 3 high-value consumer segments, informing a go-to-market strategy projected to lift campaign ROI by 25%.
Research & speaking
Published, peer-reviewed,
and presented on stage.
BIM + Blockchain integration for verifiable construction data
Research on anchoring building-information models to a verifiable ledger so that project data — quantities, changes, approvals — can be audited without trusting a single party. Published by Springer and presented at the Colombian Computing Congress.
Published author at international conferences on education and computing
Ongoing work at the intersection of engineering education, computing and verifiable data — the same thread that runs through everything I build: if a number matters, it should be possible to check it.
Capabilities
The toolkit.
Analytical rigor on one side, shipping the solution on the other.
Data & analytics
- Python
- SQL
- SPSS
- Power BI
- Excel (advanced)
- FlexSim
- RapidMiner
- Web scraping
- Dashboard automation
- Looker Studio
AI & automation
- LangChain
- Anthropic API
- OpenAI API
- Agentic workflows
- RAG pipelines
- Prompt engineering
- Claude Code
- n8n
- Make
- AI-assisted development
Development & tools
- JavaScript
- React
- HTML / CSS
- Git
- Supabase
- PostgreSQL
- Soroban (Stellar)
- Notion
Business & methods
- Process optimization
- Operations analysis
- Requirements gathering
- Stakeholder reporting
- Project management
- Scrum / Agile
- Data-driven decisions
Spanishnative
Englishprofessional · B2
Portugueseintermediate · B1
Education & certifications
Trained in engineering.
Certified in the rest.
B.S. Industrial Engineering
Pontificia Universidad Javeriana
Bogotá · expected 2027
Salesforce Platform Basics
Trailhead
2026
Data Scientist Career Path
Codecademy
2025
Artificial Intelligence
MinTIC Colombia · + BI Data Analyst, Codecademy (2024)
2024
Let's build something
Ready to automate
your operation?
Tell me what part of the process still runs on spreadsheets and manual copy-paste. I'll tell you what it costs you and what it would take to remove it.