Resume

Enrico Teotti

Europe (Remote) • contact@teotti.com • Linkedin • teotti.com

Authorized to work in US, EU, and Australia

Summary

20+ years shipping software and managing products across the US, Australia, and Europe. Background in hands-on engineering (Rails, Java, Python, React) that shifted into product leadership — now focused on AI/LLM systems in production: classification pipelines, evaluation frameworks, and agent workflows. Industries include financial services, healthcare, logistics, e-commerce, and entertainment.

Experience

Independent Consultant — Product & Engineering Leadership • enricoteotti.com

January 2001 – Present

Recent engagements highlights:

Built an ensemble classifier (heuristics + TF-IDF ML + multi-step LLM chain) that raised recall from 0.69 to 0.95 and F1 from 0.78 to 0.90 without increasing LLM spend. Human review dropped from ~1,000 jobs/day to ~90 — cutting a domain expert’s daily QA from 5 hours to 30 minutes.
Inherited an 80-prompt LLM pipeline for extracting structured data from contracts — no evals, no audit trail, no dashboards. Introduced per-attribute error measurement, redesigned prompt architecture for safe iteration, replaced a failing AI QA step with deterministic safeguards, and built the eval suite that gave the team a baseline.
Used an LLM agent connected to Sentry, Posthog, and a production database replica to diagnose a 32-second p95 response time. Confirmed the responsible feature had 2 clicks in 30 days. Shipped a fix that dropped p95 to 600ms.

Senior Product Manager • Intercollegiate • Europe (Remote)

January 2025 – March 2026 (1 year 3 months)

Defined company-wide standards for AI reliability — evaluation frameworks, test datasets, prompt version control, cost controls, and human-in-the-loop benchmarks.
Built an MCP server for analysts to query production data using domain language. Coached non-technical staff to build internal tools and run autonomous discovery with Claude Code.
Used event storming to map company processes and surface bottlenecks and pain points with data.
Kicked off and delivered 5 projects across engineering and data teams.

Senior Product Manager • Artium • Tampa, FL (Remote)

June 2021 – June 2024 (3 years)

Led product integration of alternative investments into a B2B wealth platform for a US custodian with $44.3T AUM. Aligned cross-division objectives, built strategic roadmap, and provided senior leadership with weekly progress updates.
Delivered portfolio analytics (performance, risk, attribution, shock testing) one month early. Used Python/Jupyter to validate algorithms and unified Figma designs across siloed teams.
Led agile transformation at a Fortune 50 logistics company (~600K employees). Facilitated story writing workshops that reduced story rejections by 70% and defects by 80%.
Guided product strategy for a B2C fashion marketplace (4M users). Built user research systems and led data-driven experiments, including rolling back underperforming features to save resources.

Agile Coach & Facilitator • Independent / Avanscoperta

March 2020 – June 2021

Facilitated retrospectives and strategic sessions for groups of 15–200 participants.
Coached executives on retrospective processes. Product managed and developed a Rails app for a nonprofit.

Senior Product Manager / Principal Software Engineer • Pivotal Labs

July 2015 – March 2020 (4 years 9 months) • Los Angeles, Boulder, Sydney, Chicago

Transitioned from Principal Engineer to Senior PM. Delivered cloud VFX compositing for a major streaming service, enabling in-house production and reducing outsourcing costs.
Delivered property risk assessment app for the largest US provider of property data. Managed 10 engineers, validated user needs, and coordinated cross-team dependencies.
Led NSW digital driving license (React Native + Spring) and cryptocurrency exchange platform handling 300K requests/minute.
Coached 15+ balanced teams across healthcare, insurance, entertainment, and logistics domains. Stack expertise: Java/Spring, Ruby on Rails, React, PostgreSQL, AWS.

Senior Software Engineer • XO Group (TheKnot.com) • New York City

February 2014 – May 2015

Mentored team in TDD and pairing practices. Built shared Rails engines and gems across verticals. Designed and executed load test plans. Presented to NYC Ruby group.

Earlier Experience

Tech Lead at Australian Broadcasting Corporation (2011–2013) – Rebuilt e-commerce from ASP to Rails, architected cognitive games platform. Senior Rails Developer at Red Ant (2008–2011) – Led Huggies.com.au migration, built City of Sydney events platform. Various roles (2001–2008) including Rails consulting, .NET development, and IT instruction.

Skills

Product: Roadmapping, user research, A/B testing, stakeholder alignment, competitive analysis

Technical: LLM/ML pipelines, AI gateways, TDD agentic software development, evals, Ruby on Rails, Java/Spring, React, PostgreSQL, Python, AWS, TDD, system design

Facilitation: Retrospectives, workshops (15–200 participants), agile coaching, visual facilitation