Iter Labs
Giuseppe Ferretti — AI Automation Engineer

I automate the systems that don't have APIs.

Production RPA, AI agents, and offline private AI for businesses running on legacy software.

Book a 20-minute intro callgiuseppe@iterlabs.com.br
records — one unattended batch
295/300
records — one unattended batch
per record on bulk operations
~4s
per record on bulk operations
chunks — 100% offline RAG
15,264
chunks — 100% offline RAG
per natural-language operation
~$0.01
per natural-language operation

Selected work

Systems shipped, numbers included.

Client work · RPA

ERP automation with no API

Browser agents operate a construction-industry ERP through the user's own logged-in session — 295/300 records in one unattended batch.

Read the case

Product · Desktop

App Iter — bulk flight logging

Pilots import an entire Excel logbook into Brazil's civil-aviation portal in one run — idempotent, inside their own browser.

Read the case

Client work · Private AI

100% offline RAG

Years of institutional memory made searchable — 15,264 chunks indexed locally, zero cloud exposure.

Read the case

Product · Pipeline

Iter Studio — payment-to-delivery pipeline

A payment webhook kicks off brand identity, a complete Next.js site, a human QA gate, and automated delivery — ~15 sites shipped.

Read the case

Services

Three ways I remove manual work.

Legacy-system automation

Browser agents via CDP — no API needed. Playwright attaches to a real, logged-in session, so SSO and 2FA stay with the human and the bot works the same screens your team does.

AI agent orchestration

Production-grade agent fleets: slot leases, fencing tokens, and audit trails. Multiple bots share one constrained resource without conflicts — and every action is traceable.

Private offline AI

RAG that never leaves the building. Local embeddings, hybrid vector and full-text search on SQLite, idempotent syncs — for data that can't touch the cloud.

About

Direct, technical, accountable.

I'm Giuseppe Ferretti, founder of Iter Labs. Before this I was a Project Manager at Falconi, a Brazilian management consultancy (2023–2025), where I ran delivery for demanding clients.

I ship through AI-assisted development (Claude Code) — I own architecture, verification, and operations. What leaves my desk has been run, measured, and rolled back at least once.

  • Founder, Iter Labs
  • Ex-Project Manager, Falconi (2023–2025)
  • Law degree in conclusion (Dec 2026)
  • MIT xPRO — project management
  • Languages: English, Portuguese, German, Spanish

Contact

Have a system nobody wants to key data into?

Tell me what your team still does by hand. If it can be automated safely, I'll tell you how — and if it can't, I'll tell you that too.

Book a 20-minute intro callgiuseppe@iterlabs.com.br
github.com/giuseppeferretti