Andreozzi Consulting
Najat Andreozzi

Principal · Talent Strategy

Najat Andreozzi

Modern Talent Strategist for Growth-Stage Companies

LinkedIn Talent MVP · 2023, 2024 LinkedIn Talent Beacon 2025 · #1 of 30K+

Builds recruiting orgs, hiring systems, and retention programs from the ground up — and scales them as headcount compounds. Ten-plus years and 15+ startups across the frontier of AI and high-growth technology. Founding recruiter at ARPA-H (scaled the agency from 12 to 118 employees, including the Responsible AI team), currently at McKesson AI Lab, previously at McKinsey Leap. Sources deeply specialized talent — ML researchers, systems engineers, infrastructure leads — through non-traditional pipelines including GitHub, arXiv, Hugging Face, and open-source communities. Trusted partner to founders and C-suite leaders on hiring strategy, org design, executive compensation, and retention.

Selected impact

  • Built recruiting functions from zero three times — ARPA-H, McKesson AI Lab, and McKinsey Leap — each at the frontier of AI and high-growth technology.
  • At ARPA-H, scaled the agency from 12 to 118 employees in under two years, including engineers, computational scientists, data scientists, and Responsible AI leadership.
  • Currently delivering 30+ ML and data-platform hires across McKesson's AI Lab while maintaining a 75% senior mix across 10–15 simultaneous open roles.
  • Recruited for teams operating within formal research partnerships with Google DeepMind and Anthropic.
  • Delivered 10+ leadership hires per month across OpsTech IT and cloud infrastructure at Amazon.
  • Maintains an independent database of 200+ LLM infrastructure engineers sourced across GitHub and arXiv — an active pipeline for niche technical roles.
  • LinkedIn Talent MVP (Top 10%) 2023 and 2024; LinkedIn Talent Beacon 2025 (#1 contributor in a talent community of 30K+ recruitment professionals).

What she hires

Consistently 75%+ senior mix — engineers and leaders who set technical direction at the frontier of AI.

Executive
  • Directors, VPs, and C-suite (CTO, CIO, CDO)
Senior IC
  • Staff, Principal, and Distinguished Engineers
ML / Research
  • ML Research & Applied ML
  • LLM Infrastructure & MLOps
  • Data Science & AI Product
Infrastructure
  • Distributed Systems
  • Platform & Infrastructure Engineering

Approach — Identify · Build · Scale · Retain

A complete talent function, not just a search. Sourcing the people traditional pipelines miss, standing up the systems that turn hiring into a repeatable function, and designing the comp and retention programs that keep top performers after the offer is signed.

Identify
AI/ML executive and senior IC search across non-traditional pipelines. Sourcing through GitHub, arXiv, Hugging Face, Papers With Code, open-source communities, and PhD ecosystems. Reaches passive candidates traditional pipelines cannot.
Build
Zero-to-one recruiting function design. ATS implementation (Greenhouse, Lever, Ashby, Workday, iCIMS, Avature). Structured hiring processes, calibration frameworks, technical interview loops, hiring playbooks, and recruiter mentorship.
Scale
Hiring architecture and org design as headcount compounds. Pipeline analytics, employer brand, candidate experience, and 75%+ senior mix across 10–20 concurrent searches. Advisor to CIO and CDO leadership on workforce design.
Retain
Comp benchmarking, salary band frameworks, leveling, and executive offer strategy (developed at McKinsey Leap). Leadership-bench design and succession planning that keeps top performers after the offer is signed.
Technical stack fluency
PyTorch · TensorFlow · JAX · Kubernetes · Spark · Ray · distributed systems · MLOps · supply chain optimization (Gurobi, OR-Tools, CPLEX) · smart contracts / Solidity · video streaming infrastructure.
AI-powered recruiting
Claude · ChatGPT · Copilot · Perplexity · GEM · HiredScore · Juicebox · hIREez · LinkedIn Recruiter.

Career arc

  1. 2025 – Present

    Senior Technical Recruiting Consultant — AI / ML · McKesson AI Lab Initiative

    Remote (Chicago)

    Lead full-cycle technical recruiting for a newly launched AI Lab across ML platforms, data infrastructure, supply chain research, and AI-enabled products. Maintain a 75% senior mix across 10–15 open roles simultaneously. Advisor to executive leadership (CIO & CDO) on workforce design and recruitment strategy. Independent research project: mapped 200+ emerging engineers and researchers working on LLM infrastructure and model tooling.

  2. 2023 – 2025

    Founding Principal Technical Recruiter · ARPA-H (Advanced Research Projects Agency for Health)

    Washington, DC / Remote

    Built the recruiting function from zero for a newly launched federal research agency; scaled from 12 to 118 employees in under two years, including engineers, computational scientists, data scientists, and Responsible AI leadership. Managed ~20 senior technical and research searches simultaneously. Implemented the agency's first ATS; designed structured hiring processes, calibration frameworks, and technical interview loops. Recruited for teams operating within formal research partnerships with Google DeepMind and Anthropic.

  3. 2022 – 2023

    Senior Technical & Executive Recruiter · McKinsey & Company — Leap by McKinsey (Business Building)

    Global / Remote

    Recruited founding engineering teams for new technology ventures across McKinsey's business-building arm — CTOs, founding engineers, AI specialists, and technical leads. Advised founders on executive compensation benchmarking and offer strategy; built salary band frameworks for early-stage ventures with no existing comp data.

  4. 2020 – Present

    Principal · Founder · Executive & Technical Recruiter · Andreozzi Consulting

    Remote / Global

    Lead executive and AI/ML technical search for the firm's clients. Earlier scope: technical and executive searches for ~15 early-stage startups across AI/ML Research, Web3, and video streaming; managed 5 concurrent client relationships across highly specialized technical domains.

  5. 2020 – 2021

    Leadership Sourcer (Contract) · Amazon

    Remote

    Delivered 10+ leadership hires per month across OpsTech IT and cloud infrastructure; built and managed complex senior pipelines across multiple business units at scale.

  6. 2017 – 2020

    Senior Recruiter → Internal Executive Search Partner · Advantage Solutions (Upshot / AMP Agency)

    Delivered 500+ hires in three years; promoted to Executive Search Partner within the engagement.

  7. 2014 – 2017

    Project Manager → Head of Talent Acquisition · Heated Details Inc.

    Joined as a project manager at a design and development agency; took on recruiting for tech and account management teams and transitioned fully into talent acquisition.

Recognition & thought leadership

  • LinkedIn Talent MVP (Top 10%) — 2023, 2024
  • LinkedIn Talent Beacon 2025 — #1 contributor on a talent community of 30K+ recruitment professionals
  • Authored "How I Hire Staff-Level AI Talent"; featured on LinkedIn Talent webinars
  • Active LinkedIn Talent Community contributor and Certificate in AI Talent Innovation (LinkedIn Talent Community)

Education

  • MSc International Management — University of Le Havre, France
  • BA English — University of Lyon, France · Education Exchange, UC Irvine
  • Certificate in AI Talent Innovation — awarded by LinkedIn Talent Community

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