RAG
Operational knowledge, with a source
RAG at Boticário
A RAG pipeline over support materials, trainings, and operational guidance, indexed for grounded retrieval. I also multiply AI across other teams.
- RAG
- LangChain
- Vector store
- Agents
AI / LLM Engineer · Mid-level
Curitiba, Brazil
I ship GenAI into real operations. RAG, multi-tool agents, and production software Open to full-time employment (CLT) or a contractor agreement (PJ), based in Curitiba.
About

I'm Felipe P. dos Santos, an AI engineer at Grupo Boticário. Before that I led engineering at a startup and founded a B2B SaaS. The thread is the same: take a spreadsheet process and turn it into software a team actually uses.
I'm looking for an AI engineering team, either as a CLT employee or as a PJ contractor. The fit is production GenAI: grounded retrieval, tool-using agents, and operational automation. Degree in Systems Analysis and Development, plus CS50x, AWS Cloud Foundations, and the Desenvolve program.
6
Years in technology
7k+
Users on the SaaS
10k+
People on App Super
+20%
Plant coordinator output
Work style
Grounded retrieval over technical and operational documentation. The model answers from the company's material, not from loose memory.
Work
RAG
Operational knowledge, with a source
A RAG pipeline over support materials, trainings, and operational guidance, indexed for grounded retrieval. I also multiply AI across other teams.
10k+
People in the operation
A workforce-management PWA for 10,000+ people. It replaced dozens of spreadsheets for hours, time off, and skills matrices.
−70%
Time to close payroll
An internal time-tracking and payroll system for contractors, built from scratch. Tech lead. Payroll close dropped by about 70%.
7k+
Registered users
A multi-tenant product I founded: scheduling, payroll, subscriptions, and reminders. It passed 7,000 registered users.
Experience
Jan 2026 — present
AI / GenAI and Software Engineer
RAG over support materials and operational guidance, tool-using agents, and App Super, a PWA for 10,000+ people. Systematizing the work replaced dozens of spreadsheets: about 20% more output for plant coordinators and 10% less time spent allocating teams.
Jan 2025 — Jan 2026
Full-Stack and Tech Lead
An internal time-tracking and payroll system for contractors, built from scratch, with hour caps, approvals, and dynamic compensation. Tech lead for architecture, demand, and 1:1s. Payroll close dropped by about 70%. Around it, MarTech integrations and pipelines for Power BI.
Jan 2021 — Jan 2025
Founder and Full-Stack
40+ B2B projects, from Figma through production, and a multi-tenant barbershop SaaS: scheduling, payroll, subscriptions, and reminders. It passed 7,000 users. Clients saved about 17–20% of daily operational time.
Studies
Degree
FAEL · Jan 2021 — Dec 2025
Courses
Desenvolve Program
Grupo Boticário · Full Stack, Node, React, Next, and AI
2025
Business Fundamentals
Harvard Business Education
2025
Data Analysis and BI
2025
CS50x
Harvard University · Computer Science
2021
AWS Academy Cloud Foundations
AWS
2021
Résumé
The English PDF has the trajectory, the stack, and the education. The Portuguese version of this page serves the file in Portuguese.
Download CV