AI talent · Recruiting strategy · ATS workflows · Company building
Recruiting Strategy for AI, Technology & Marketing Talent
Find people who can do the work—and give them a company worth doing it for.
I help employers, founders, staffing firms and investor-backed companies define the talent they need, find relevant people, evaluate real capability and improve the recruiting process. That can mean an AI-focused hire, a stronger marketing team, a better applicant tracking workflow or the key person around whom a new business takes shape.
The vacancy is a starting point
Before another job posting, make sure the opportunity makes sense.
A company may ask for an AI specialist when it needs someone to redesign a workflow. It may ask for a marketing director when the immediate gap is analytics, sales coordination or execution capacity. It may have the right role and lose good candidates through a slow, confusing hiring process.
I help separate those problems. The recruiting work becomes more useful when the business knows what the person will accomplish, why the role exists and what support comes with it.
Technology and marketing continue to meet inside the same jobs. My experience with ERP, Salesforce, AI, big data and marketing helps me ask questions about both the technical work and the business outcome.
A practical recruiting approach
Define, find, evaluate and follow through.
Define the contribution.
Start with the decision-makers, a measurable objective and the work that needs to change. Examine the existing team’s strengths, gaps and capacity before drafting the role.
Make the opportunity understandable.
Write a job description that explains outcomes, responsibilities, essential skills, decision authority, working arrangements and support. Separate genuine requirements from preferences.
Find relevant people.
Map professional communities, referrals, previous relationships, relevant employers and appropriate public evidence of expertise. Choose sources that fit the role rather than distributing the same message everywhere.
Evaluate against the work.
Use consistent questions and relevant evidence to examine contribution, reasoning, delivery and communication. Make uncertainty explicit when the evidence is incomplete.
Keep the decision moving.
Agree on interview responsibilities, feedback timing, candidate communication and approval steps. Carry the role’s objectives into onboarding so the hiring promise survives the first week.
Hiring for AI capability
“AI experience” needs a second question.
What did the person use AI to do? Someone who can use a model effectively in marketing may be a strong fit for a workflow role. Building data pipelines, evaluating model behavior or maintaining a production application may call for different expertise. The interview should establish which kind of work the company actually needs.
| Possible need | Useful evidence | A question worth asking |
|---|---|---|
| AI-enabled marketing operations | A repeatable workflow with source material, review steps and a useful outcome. | What improved, what still required human judgment and how did you know? |
| AI application development | Clear contributions to integration, testing, access controls and operational support. | What happened when the system gave an unreliable answer or a dependency failed? |
| Data engineering or analytics | Data quality checks, useful definitions, traceable transformations and decision support. | How did you detect bad inputs and explain limitations to the business? |
| Model evaluation or specialist ML work | A defensible evaluation method, relevant technical depth and documented tradeoffs. | Which test would convince you that this approach was unsuitable? |
| AI program leadership | Prioritization, adoption, cross-functional coordination and accountability. | Which use case did you decide not to pursue, and why? |
A certificate, a title and a fluent demonstration each tell part of the story. I want to understand what the candidate personally built, changed, tested or led. A useful assessment also gives the person room to describe failures and what they learned.
For the organizational work behind these roles, explore AI & Machine Learning Consulting and AI Marketing Strategy & Integration.
Applicant tracking systems
An ATS should help a good candidate reach a good decision.
An applicant tracking system organizes applications, hiring stages and recruiting activity. Its usefulness depends on how the organization defines those stages, assigns work, records evidence and communicates with people.
I can help review the process around your ATS: how jobs enter the system, how applications are routed, what recruiters and hiring managers see, where candidates stall and whether reporting reflects the actual decisions.
The problem may be configuration. It may also be a role nobody has clarified, a manager who has not reviewed candidates or a handoff that exists only in someone’s memory. Software will faithfully record confusion if that is what we put into it.
Follow one application end to end.
- Does the job description match the approved role?
- Can a candidate complete the application easily?
- Do routing rules send it to the right person?
- Are stage definitions and responsibilities clear?
- Is interview evidence recorded consistently?
- Are candidates told what happens next?
- Can the team explain why an application stopped progressing?
- Does the reporting reveal delays and decisions?
Recruiting operations can itself be a technical role.
If the business needs someone to administer its ATS, manage integrations or improve recruiting analytics, define that work separately from sourcing and interviewing. Systems administration, recruiting operations, reporting and employer-brand content may collaborate closely without belonging in one oversized position.
Use AI assistance with accountable review.
AI can help organize notes or draft material, but an attractive summary is not proof of a candidate’s capability. I would check the underlying evidence, test proposed workflow changes and keep hiring judgments tied to relevant role criteria. Access, data handling and review responsibilities should be explicit.
The NIST AI Risk Management Framework offers a useful general reference for evaluating and managing AI risk. For recruiting, my practical starting point is to document the tool’s intended job, the evidence it uses, its limitations and the person responsible for reviewing the result.
Sourcing and candidate interest
The right person may never apply to the posting.
I help companies think beyond an inbound application queue. Relevant people may be working in another industry, contributing to a professional community, writing useful technical material, doing contract work or quietly delivering results inside an organization.
Sourcing starts with a capability map. Which experiences would prepare someone for this problem? Where might those people work or exchange ideas? Which existing relationships could lead to a useful introduction?
Public work can offer clues, but it is only one source of evidence. Some excellent candidates cannot share client work or do not maintain a public portfolio. A thoughtful process gives them other ways to explain their contribution.
The outreach also needs substance. Explain the work, the reason their experience appears relevant, the stage of the company and the kind of conversation being proposed. People should be able to assess an opportunity without decoding a paragraph of recruiting enthusiasm.
I can work alongside internal HR and recruiters through a shared sourcing arrangement, a focused candidate assessment or a defined search-support engagement. We agree on responsibilities, communication and the extent of my involvement at the outset.
Evaluation that travels beyond the interview
Ask for the decisions behind the work.
I help assess relevant professional backgrounds, work samples, experience and references within an agreed scope. The central question is whether the evidence supports the contribution this company needs.
For a Salesforce candidate, that may involve distinguishing administration from development, integration or process design. For an analytics candidate, it may involve separating dashboard presentation from the quality of the data underneath it. For a marketing leader, it may involve understanding which commercial decisions they actually made.
A consistent evaluation framework helps interviewers compare evidence without confusing personal chemistry with capability. Where specialist depth is needed, the assessment should include someone qualified to evaluate it.
A useful interview sequence
Context: What was the business trying to accomplish?
Contribution: Which responsibilities and decisions were yours?
Reasoning: Which alternatives did you consider?
Verification: How did you test the result?
Learning: What would you change now?
Transfer: How would that experience apply here?
When a practical exercise would help, keep it proportionate, job-relevant and clear about expectations. Professional capability assessment and formal employment screening are separate activities; the engagement should make that distinction clear.
For help defining a project, choosing a delivery model or taking on an agreed result, see Technology & Marketing Project and Talent Consulting. For larger technical workforce questions, see IT Staffing Advisory.
Founders, angels and company builders
Sometimes you find the person before you build the company.
An exceptional technical founder, designer, operator or commercial leader may create the starting point for a business. The question becomes what customer problem that capability can solve, what support it needs and which complementary people make the company viable.
I can help founders, angel investors and company builders connect those decisions. We can examine the person’s strengths, the opportunity being considered, the missing capabilities and the first roles worth adding.
That does not mean expecting one talented person to become an entire organization. Someone may be outstanding at product creation and need help with customer development, finance, operations or sales. The structure should let the strongest capability become useful to customers while covering what it cannot do alone.
Understand the distinctive capability.
Identify what the person or team can credibly do and what evidence supports it.
Connect it to a customer need.
Test the proposed problem, buyer and delivery model before assuming talent alone creates demand.
Design the complementary team.
Decide which capabilities are needed now, which can be supplied temporarily and which become permanent as the business develops.
Make the working relationship clear.
Define responsibilities, decision rights and expectations with the founders and the appropriate professional advisors.
I discuss related company-building work in Angel Investor Consulting. The same principle appears in my Industrial & Physical-Product Design Firm Consulting: build a workable business around the expertise that makes the person or team valuable.
Acquiring companies and portfolio teams
A company’s capability is carried by people.
When an acquiring company values a team’s technical expertise, customer understanding or operating knowledge, it needs to understand where that capability actually sits. An organization chart rarely answers the whole question.
Understand the existing team.
Map responsibilities, specialist knowledge, informal dependencies and the work that only one or two people know how to do. Distinguish documented processes from knowledge held in conversations.
Evaluate the intended future.
Compare the team’s capabilities with the work planned after the acquisition. A person who excels in the existing business may need different support under a new operating model.
Plan continuity and integration.
Clarify leadership, communication, system handoffs, knowledge transfer and the experience of people whose responsibilities are changing.
Sequence new hires.
Identify which gaps need immediate attention and which decisions should wait until the combined business has a clearer view of its needs.
My contribution is talent, organizational and commercial advisory work. The transaction’s legal, valuation and financing work stays with the professionals responsible for those decisions.
For the broader ownership context, explore Private Equity Firm & Portfolio Growth Advisory and Venture Capital Firm Consulting. Firms providing transaction advisory services can also explore my M&A Advisory Firm Marketing Consulting.
Where to find the expertise
Talent markets extend beyond a city name.
A metropolitan statistical area, or MSA, can be a useful starting unit for geographic research. The practical recruiting market also depends on commuting patterns, working arrangements, industry experience, relocation interest and where relevant people already work.
I would evaluate the role before choosing a geography. Does the work need regular access to a facility or team? Can it be done remotely? Does industry knowledge matter more than familiarity with one platform? Could a candidate from an adjacent field bring the capability the company is missing?
For an AI or data role, a search may span several markets. For work closely connected to a local customer base or physical operation, geography can carry more weight. Candidate availability and compensation should be researched for the actual role and period, rather than assumed from a city’s reputation.
I work in Florida, across the United States and internationally when the engagement fits. Explore Markets & Geographic Growth Strategy for the wider market context.
Staffing-firm recruiting and growth
The recruiting experience becomes part of the firm’s reputation.
I also help staffing firms strengthen internal teams, role clarity, candidate communication and employer relationships. A firm needs to explain its specialty convincingly and deliver an experience that supports that promise.
Industry-specific search visibility should connect employers and candidates with useful information. The client wants to understand capability and delivery. The candidate wants relevant opportunities, a credible recruiter and an understandable process.
For related work, see Executive Staffing Consulting, Healthcare Staffing & Workforce Strategy and AI Search & Organic Growth.
Measure what the process is doing.
- Relevant candidate conversations by source.
- Time waiting for review or interview feedback.
- Progression between clearly defined stages.
- Candidate withdrawals and their stated reasons.
- Offer acceptance and onboarding readiness.
- Early performance against agreed role outcomes.
Review those measures by role and context. A fast hire is useful when the contribution is right and the organization is ready for the person.
Frequently asked questions
Recruiting, systems and company-building questions.
Can you help recruit for AI-focused roles?
Yes. I help define the contribution, distinguish different kinds of AI work, identify sourcing approaches and evaluate relevant experience. The search should reflect the actual workflow, system or leadership need.
Can you work with our existing HR team or recruiter?
Yes. We can define a shared approach covering role design, sourcing, candidate evaluation, hiring-manager coordination or process improvement. Responsibilities and candidate communication should be agreed at the start.
Can you help improve our applicant tracking system?
I can help assess the recruiting workflow around the ATS, including stages, routing, responsibilities, candidate communication and reporting. Configuration or integration work is scoped according to the platform and expertise required.
Can AI select the right candidate for us?
AI assistance should not replace a defensible assessment of relevant evidence. I help teams define review responsibilities, examine tool outputs and keep hiring decisions connected to the work the person will perform.
Can you help build a company around a talented person or team?
Yes. I can help connect the capability with a customer problem, clarify the business and operating needs, and identify complementary talent. The goal is to build an organization that supports the strengths of the people at its center.
Do you work with angel investors and acquiring companies?
Yes. My work can support key-role definition, talent evaluation, team planning and commercial or organizational decisions for founders, investors, acquiring companies and portfolio businesses. Transaction advice is a separate professional responsibility.
Do you help evaluate technical and marketing backgrounds?
Yes. Within an agreed scope, I review relevant experience, work samples, project contributions and references against the role. Formal employment screening and specialist credential verification are separately defined activities.
Does the recruiting search have to stay local?
No. The search can be local, regional, national or international depending on the role, working arrangements and engagement. Geographic choices should reflect the actual talent need and operating requirements.
How does this relate to project and talent consulting?
Recruiting work focuses on defining opportunities, finding people, evaluating fit and improving the hiring process. Project and talent consulting also covers scoping deliverables, choosing a delivery model and taking agreed work through completion.
Start with the decision
Tell me who—or what capability—you are trying to find.
You may have an open role, an AI initiative, a recruiting process that keeps losing good people or a company you want to build around a remarkable team. Share the situation, the intended outcome and the constraint. We can decide where I can be most useful.