Role search
Get an Interim Head of AI who can own deploy machine learning production models.
No postings. No stacks of resumes. No chasing. You choose from a short list of people who have done this before.
No upfront fee. You pay only if you engage someone we present.
Interim Headhunters starts with the work behind this request: Finding an interim leader for AI is rarely about academic credentials or high-level abstract strategy. It is about locating a practitioner who has lived through the messy transition of moving machine learning models from a quiet pilot environment into a live, high-traffic production ecosystem.
This is what we do all day: place interim executives, interim managers and contract professionals.
Need someone now? Call 305-306-4829.
- No upfront fee
- 2 to 3 vetted consultants per assignment
- Matched to your industry
- You choose
- Interim plus permanent search
- Interim Head of AI
The judgment call
What this hire really comes down to
Finding an interim leader for AI is rarely about academic credentials or high-level abstract strategy. It is about locating a practitioner who has lived through the messy transition of moving machine learning models from a quiet pilot environment into a live, high-traffic production ecosystem. You require an operator who possesses the technical battle scars necessary to anticipate where things break when models scale. The right hire distinguishes between what is hype-driven and what will actually survive your specific operational realities.
Judgment in this role means identifying when to prioritize data cleanliness over model complexity. Your new leader must evaluate your existing infrastructure and tell you hard truths about what needs rebuilding before you can reach the next milestone. They must handle the balance between moving fast to satisfy internal stakeholders and maintaining rigorous security standards. We focus on finding individuals who demonstrate this specific, grounded decision-making capability. The goal is to secure a temporary leader who integrates with your team immediately to stabilize your trajectory.
What we check
What we check before you see anyone
- We verify concrete evidence of production deployments by investigating how they managed model drift and automated recalibration pipelines in past roles. We avoid candidates whose experience is limited to clean-room research or theoretical model development that never encountered real-world data constraints.
- Our vetting process probes their specific experience with data readiness by asking how they addressed incomplete or siloed datasets before feeding them into learning models. We check if they have successfully handled the friction between engineering teams and data scientists to build unified, functional workflows.
- We conduct deep inquiries into their experience with AI governance, specifically looking for how they balanced innovation speed with institutional security requirements. Candidates must demonstrate how they have previously audited automated decisioning systems to satisfy compliance oversight and mitigate algorithmic bias or leakage.
- We assess their ability to communicate technical trade-offs to non-technical leadership by reviewing how they reported project status and resourcing needs during periods of high uncertainty. We look for individuals who can translate complex technical debt into business-level risks that executives can understand and prioritize.
Sourcing
Where we find them
We look within specialized boutique firms and high-growth technology consultancies where AI maturity is the central product. These professionals live in a state of constant technical transition, moving from one enterprise environment to another to solve specific, difficult deployment problems. They have grown accustomed to the rigors of client-facing work and the necessity of producing fast, demonstrable value.
Our outreach targets passive talent currently embedding themselves into major digital transformation projects at firms with complex, regulated infrastructure. These individuals are often buried in deep technical work and rarely engage with standard job boards. They are motivated by the challenge of solving acute, complex architectural puzzles that have stalled other internal project teams.
We also identify high-level independent consultants who have chosen to remain outside traditional corporate structures to focus exclusively on technical delivery. These experts value the intellectual stimulation of tackling distinct phases of an AI project life cycle. They are prepared to step into your business, audit your current stack, and lead the technical execution.
Where searches go wrong
Mistakes we see
- One common mistake is prioritizing candidates with experience in prestigious R&D labs who lack experience in building the surrounding systems necessary for stable production. These candidates often struggle when they realize that production environments require extensive, unglamorous data plumbing and strict adherence to internal legacy security constraints.
- Another error is hiring someone who views AI leadership as a purely strategic advisory role. You need an interim head who can get their hands dirty with your data lake configurations and CI/CD pipelines when the team hits a wall. A leader who cannot personally diagnose a bottleneck in a model deployment process will fail to earn the respect of your engineering staff.
- We see many clients fall for the trap of prioritizing specific, trendy model architectures without checking if the candidate can actually manage the lifecycle of those assets long-term. Focusing on the newest model or framework instead of finding someone who understands sound, maintainable system design leads to expensive, fragile implementations that break after the initial hand-off.
The search
How the Interim Head of AI search runs
- We begin by clarifying your current technical architecture and the primary obstacle preventing your AI goals from moving forward. We map your specific requirements to our network of active and passive practitioners who have solved similar problems under comparable constraints. This step is about ensuring we are aligned on what success looks like in your environment.
- Next, we conduct confidential outreach to identify and vet individuals who meet your technical and operational profile. We hold direct, deep-dive conversations to test their methodology against your specific challenges. We eliminate candidates who lack hands-on experience or the ability to articulate how they would handle your unique data dependencies or security protocols.
- Finally, we present a curated set of candidates with detailed insights into their background, technical approach, and how they would handle your immediate priorities. You participate directly in interviews to assess fit and make your selection. There is no upfront cost, and we only receive a fee if you decide to engage one of the people we present.
Questions
How long does it take to get a shortlist?
We typically identify relevant and interested candidates within the first few days of starting a search. You will see vetted options as they become available throughout the process.
What if my best candidate receives a counteroffer?
We maintain active relationships with a broad pool of talent to ensure you have alternatives. If a candidate accepts another offer, we immediately pivot to the next best match.
Does this role involve relocation?
These assignments are often performed remotely or on a hybrid basis given the nature of technical AI work. We clarify the expected on-site requirements before presenting any candidates.
How do you ensure candidate fit?
We vet candidates by discussing their specific experiences with your core technical challenges and organizational structure. You interview them directly to confirm alignment with your team and culture.
What are your fee terms?
There is no upfront fee and you only pay if you engage someone we introduce. All contract terms are agreed upon in writing and we do not employ, pay, or insure the workers ourselves.
What replacement terms apply?
We offer a candidate replacement guarantee on standard search agreements. The applicable period and exact terms are set out in the signed client recruiting agreement.
How are recruiting fees agreed?
No upfront fee. You pay only if you engage someone we present. We scope the assignment before quoting; the fee page explains our model.
How soon can we see options?
Availability depends on the assignment and the people who fit it. We qualify interest and commitments rather than promising a shortlist date before the search is scoped.
What if the scope grows?
Discuss new responsibilities before adding them to the engagement. Agree the priorities and record any change to the brief and terms.
Can we extend an engagement?
Discuss what remains unfinished and whether the same responsibility is still needed. Extensions depend on the person's commitments and the agreed engagement terms.
Can the appointment become permanent?
A permanent move can be discussed if both sides want it. Review the future role and the applicable agreement instead of assuming that temporary coverage automatically converts.
How is a confidential search handled?
Tell us what can be disclosed and whom we must not contact. We agree those boundaries before approaching people; do not send sensitive records with an initial brief.
What are the replacement terms?
We offer a candidate replacement guarantee on standard search agreements. The applicable period and exact terms are set out in the signed client recruiting agreement.
What do you not do?
We do not sell job-board reposting as a search or bill hourly for recruiting work. We do not take a retainer unless expressly agreed, and an introduction does not authorize an engagement.
Tell us the seat
No upfront fee. You pay only if you hire. Share the title, the situation and the timing. A person reads it.
Interim Head of AI by industry and related roles
Need the team under this role?
All industries
- Private Equity & Portfolio Companies
- Healthcare Services & Providers
- Life Sciences
- Technology, SaaS & Software
- Financial Services & Fintech
- Government Contractors
- Education
- Venture-Backed & High-Growth Companies
More Technology, Digital, Data & Security roles
The Six-Step Search
What do you get at each step of the search?
We agree what the person must own before contacting anyone. You see how the search is scoped and which backgrounds we pursue. We speak with candidates about the work before presenting them. The Six-Step Search gives you useful written notes and support through interviews, rather than a pile of applications.
- 01
Scope call
We talk through the seat, the business and what has to change.
You get: A one-page role brief you approve before we search.
- 02
Market map
We work out where people who have done this job actually sit.
You get: A short note on the pool and how we plan to reach it.
- 03
Direct outreach
We approach people who are not looking at job boards.
You get: Progress updates so you are never chasing us.
- 04
Screening
We interview every candidate on the work, not the resume.
You get: Written notes on fit, availability and terms for each person.
- 05
Shortlist and interviews
You meet a short list. We handle the scheduling.
You get: Several vetted options and a debrief after each interview.
- 06
Offer and start
You choose. We help settle terms and the start date.
You get: Confirmed terms, a start date and check-ins after day one.
Tell us who you need.
No upfront fee. You pay only if you engage someone we present.
Send us the seat. We will take it from there.
No upfront fee. You pay only if you engage someone we present.