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How to Hire AI, Machine Learning, and Computer Vision Engineers in a Competitive Market
How to Hire AI, Machine Learning, and Computer Vision Engineers in a Competitive Market
Meet Tim Fletcher, Green Key’s AI and Advanced Engineering Recruiting Lead
Artificial intelligence is no longer experimental. It now sits at the core of how companies build products, scale technology, and make critical decisions. As demand accelerates for AI, Machine Learning, and Computer Vision engineers, hiring in this space requires far more than traditional IT recruiting experience. It demands technical fluency, speed, and a clear understanding of how these roles drive real-world outcomes.
To meet this need, Green Key Resources continues to expand its IT and advanced engineering recruiting practice, led by Tim Fletcher. Tim specializes in placing highly technical AI, ML, and Computer Vision talent with high-growth, venture-backed companies building complex, production-grade systems.
“Welcoming Tim to Green Key is a strategic investment aligned with where our clients are headed,” said Matt Schirano, Partner at Green Key Resources. “As demand for AI, Machine Learning, and Computer Vision talent continues to accelerate, Tim brings the technical depth and market insight needed to build this vertical thoughtfully and effectively. Equally important, he is fully integrated with our team of more than 20 technical recruiters, ensuring clients benefit from both specialized expertise and the scale of an established organization. Tim’s leadership strengthens our ability to support complex, high‑growth teams while continuing to deliver the collaborative, high‑touch experience Green Key is known for.”
From IT Recruiting to Advanced AI Engineering
Tim’s recruiting background spans the full IT lifecycle, from early-career technical roles to executive-level technology leadership. Today, his focus is squarely on advanced engineering positions that directly influence autonomy, perception, and intelligent decision-making.
“Traditional IT roles center on infrastructure and security,” Tim explains. “AI, ML, and Computer Vision engineers are evaluated on their ability to design and deploy data-driven systems that operate in the real world.”
That distinction shapes every part of the hiring process. AI and ML recruiting requires deeper technical evaluation, clearer role scoping, and an understanding of how engineers function within product-led or research-intensive environments.
Why AI and ML Hiring Remains Highly Competitive
While parts of the broader tech market have cooled, demand for applied AI, ML, and Computer Vision talent continues to outpace supply. Companies are competing for a relatively small group of engineers who have experience deploying models into production, not just experimenting in theory.
“Compensation matters, but it is rarely the deciding factor,” Tim notes. “Top candidates prioritize leadership quality, technical vision, and whether their work will have a tangible impact.”
Because of this, strong candidates often manage multiple offers simultaneously, making speed and clarity critical throughout the hiring process.
What Sets Top AI Engineers Apart
Tim primarily partners with Tier‑1, VC-backed startups from Seed through Series D, helping them build and scale engineering teams. His evaluation process goes far beyond resumes or keyword matching.
“I focus on context,” he says. “Company stage, team size, and what the engineer truly owned or influenced. That is where real impact shows up.”
Across searches, the strongest candidates consistently demonstrate a solid academic foundation, relevant hands-on experience, and the ability to operate effectively in fast-moving, ambiguous environments.
Speed and Alignment Matter
In advanced engineering recruiting, delays are costly.
“Strong candidates do not stay available for long,” Tim explains. “Interview processes that drag on for weeks significantly reduce the chance of closing top talent.”
The most successful hiring teams stay aligned internally, remain engaged throughout the process, and treat AI hiring as a strategic priority rather than a reactive need.
The Value of Technical Recruiting Expertise
Founders and engineering leaders frequently encounter recruiters who lack technical fluency. In AI, data, and robotics searches, that gap can derail progress quickly.
“Understanding the technology is non-negotiable,” Tim says. “Clients expect a partner who can accurately assess experience, speak credibly with candidates, and represent the role honestly.”
Tim brings hands-on recruiting experience across AI, Machine Learning, Computer Vision, Embedded Systems, Firmware, Electrical Engineering, and Full Stack development, supporting both software-first platforms and hardware-enabled products.
How AI Teams Are Evolving
AI teams are moving faster than ever, deploying models more quickly and integrating AI-assisted development tools into daily workflows. Even so, fundamentals still differentiate the strongest engineers.
“Engineers who understand why they are building something always stand out,” Tim says. “That foundation allows teams to use AI tools effectively instead of relying on them without context.”
For companies building AI teams for the first time, clarity of mission, aligned leadership, and a compelling external narrative remain essential to attracting top-tier talent.
Expanding Green Key’s AI and Advanced Engineering Practice
Tim continues to lead Green Key’s growth in AI, Machine Learning, and Computer Vision recruiting, partnering with an expanding network of venture-backed clients nationwide.
Whether you are hiring advanced AI talent or considering your next move as an engineer, Green Key Resources combines deep market knowledge with a people-first approach to every search. Connect with Tim Fletcher at tfletcher@greenkeyllc.com or visit www.greenkeyllc.com to learn more.
Green Key Resources Named a 2026 SIA Best Staffing Firm to Work For
Green Key Resources Named a 2026 SIA Best Staffing Firm to Work For!
We’re proud to share that Green Key Resources has been recognized by Staffing Industry Analysts (SIA) as one of the 2026 Best Staffing Firms to Work For!
This recognition is especially meaningful because it reflects what matters most to us: our people. Being named to this list highlights the culture we’ve intentionally built, one rooted in collaboration, growth, trust, and a shared commitment to excellence.
At Green Key, we believe that when our employees feel supported, empowered, and challenged, that energy carries through to the clients and job seekers we serve every day. This award reinforces our focus on creating an environment where people can do their best work and build meaningful careers.
We’re thankful to our employees for building a culture that makes Green Key worthy of this honor, and to the clients, job seekers, and partners who place their trust in us every day. We’re proud to stand alongside so many respected peers in the staffing industry and congratulate all of the firms recognized this year.
To view the full list of winners, visit SIA’s Best Staffing Firms to Work For 2026 list.
Temp Staffing on the Rise in 2026
The Rise of Flexible Work: Why Temporary and Contract Roles Are Reshaping Careers
Over the past several years, flexible employment models have taken on a much larger role in the workforce. What were once viewed as short‑term or transitional options have become intentional career paths and strategic staffing solutions.
Temporary assignments, contract engagements, and project‑based roles are now central to how companies manage talent and how professionals build experience, income, and long‑term momentum.
How the Workforce Has Evolved
After years of economic disruption and hiring volatility, the staffing industry has entered a phase of steadier, more deliberate growth. According to Staffing Industry Analysts (SIA), the U.S. staffing market is projected to reach approximately $183 billion in 2026, signaling sustained demand for contingent talent even as employers remain selective
Rather than expanding permanent headcount broadly, organizations are relying more heavily on short‑term assignments and fixed‑term contracts to stay agile. The American Staffing Association (ASA) Staffing Index shows that temporary and contract employment was running about 2% higher year over year in early 2026, one of the strongest comparisons since 2024
At the same time, labor market signals suggest caution. U.S. unemployment hovered around 4.4% in February 2026, and temporary help services employment declined by roughly 6,500 jobs that month, reinforcing that hiring conditions remain uneven
In this environment, flexibility has become a necessity, not a perk.
Why Employers Are Leaning into Temporary and Contract Talent
For employers, temp and contract staffing offers several advantages in today’s environment:
- Adaptability in Uncertain Conditions: With economic signals remaining mixed, organizations are cautious about long‑term headcount commitments. Contract roles allow teams to scale up or down as priorities change.
- Faster hiring and deployment: Temporary staffing significantly reduces time‑to‑fill, helping employers move quickly on high‑priority projects.
- Access to specialized skills: Skills‑based hiring has become more common, and contract roles make it easier to bring in niche expertise without long onboarding timelines.
- Reduced risk: Temp‑to‑perm models allow employers to evaluate fit and performance before making permanent offers.
These factors have contributed to sustained demand for flexible talent models, even as overall hiring growth remains measured.
Why More Professionals Are Choosing Temporary and Contract Roles
Just as employer behavior has shifted, so has candidate perspective. Many professionals are now choosing flexible work intentionally.
- Career flexibility and autonomy: Temporary assignments and contract roles offer more control over schedules, locations, and the types of work professionals take on. For many, this flexibility supports both career goals and personal priorities.
- Accelerated experience and skill growth: Working across multiple teams, systems, or industries allows professionals to build experience faster than in a single permanent role.
- A joint ASA–LinkedIn survey found that temporary and contract workers are adding AI literacy skills at a 46% higher rate than LinkedIn members overall, highlighting how flexible workers are actively investing in in‑demand capabilities
- Sustained opportunity in a shifting market: Even as permanent hiring slowed in some areas, contract job postings increased by 7% year over year, demonstrating continued demand for contingent talent
- Income continuity during transitions: Short‑term and contract roles provide professionals with consistent income while exploring next steps, avoiding prolonged employment gaps, and staying active in the workforce.
For many, flexible work has become a bridge to long‑term roles or a sustainable career structure in its own right.
What Flexible Work Looks Like at Green Key Resources
At Green Key Resources, we view temporary and contract work as a partnership, not a transaction. Our approach is built around matching talent with opportunities that align with both professional goals and market demand.
Professionals who work with Green Key gain access to:
- Meaningful temporary and contract opportunities across accounting and finance, healthcare, IT, professional services, and more
- Clear expectations around compensation, assignment length, and role scope
- Ongoing recruiter support throughout each engagement
- Pathways forward, whether that means extended assignments, permanent conversion, or strategic career moves
- A trusted partner in a market where transparency, compliance, and advocacy matter
We recognize that flexible work requires strong communication and thoughtful matching. Our role is to ensure that each assignment supports both immediate needs and future goals.
Looking Ahead
As the staffing industry continues to evolve, temporary and contract work will remain a central part of the workforce landscape.
As flexible employment continues to expand, having the right partner makes all the difference.
Whether you’re building a team or navigating your next career move, Green Key Resources is here to help you move forward with confidence.
[Explore open roles and apply today] or [submit a hiring request to connect with our team]
Introducing Green Key’s Candidate Services Division
A People-First Investment in a Better Experience for Candidates and Clients
At Green Key, we believe the experience should match the opportunity. This year, we are putting that belief into action with the launch of our Candidate Services Division. This dedicated team is designed to deliver a more consistent, transparent, and seamless journey for every candidate we support.
What Is Candidate Services?
Candidate Services brings together Onboarding, Payroll, and Benefits into one coordinated function, ensuring candidates have a smooth, connected experience from the moment they accept an offer through the duration of their assignment. By unifying these key touchpoints, we create clearer communication, stronger alignment, and more predictable outcomes for everyone involved.
Why the Change?
Great recruiting does not stop at the offer. By aligning our processes from start to finish, we are reducing friction, tightening timelines, and making it easier for candidates, recruiters, and clients to move forward with confidence.
Karina Gonzales, Human Resources Director at Green Key Resources, shared, “Bringing Payroll, Onboarding, and Benefits together under Candidate Services marks a huge step forward for us. The inspiration behind this change was simple: to give every temporary employee a smoother, more accurate, and more supportive experience from the very first touchpoint. Even in these early days, we’re already seeing clearer ownership, reduced delays, and stronger alignment across teams. This launch isn’t just a structural shift. It’s an investment in consistency, transparency, and the candidate experience at every step.”
What This Means for Candidates
- Smoother starts: A clearer, more coordinated transition into a new role.
- Reliable support: A dedicated team focused on keeping the process moving
- Peace of mind: Fewer handoffs, faster answers, and the confidence that the details are handled while you focus on your next step.
What This Means for Clients
- Consistency you can trust: Defined ownership and service standards that protect timelines and deliverables.
- Less friction, more progress: Stronger coordination across the candidate lifecycle enhances speed, quality, and reliability
- A partner who’s invested: Candidate Services reflects our commitment to being candidate-centric and future-ready, because your experience and your brand matter.
The Pillars That Set Candidate Services Apart
- Unified operations: One team stewarding key candidate touchpoints for a connected, streamlined experience.
- Clear responsibilities and service standards: Consistent ownership supported by measurable benchmarks
- Experience, elevated: Simpler processes for candidates and clearer visibility for clients.
A Visible Expression of Our Values
Candidate Services is not just an operational shift. It is a reflection of who we are. It represents our commitment to honoring people’s time, effort, and goals while setting a higher standard for thoughtful, people-first staffing.
Whether you’re exploring your next career move or looking to grow your team, we’re here to help. Check out our current job opportunities or connect with us through the Hire With Us page to learn how Green Key can support your hiring goals!
#WeAreGreenKey: Spotlight on Alison Florence
Welcome back to #WeAreGreenKey, where we spotlight our amazing employees!
With years of experience building lasting client and candidate relationships, Alison Florence has earned a reputation as a trusted partner in the staffing world. Her approach goes beyond filling roles—she focuses on understanding each organization’s culture and aligning talent with long-term success. Since joining Green Key, Alison has brought that passion to life by delivering personalized hiring strategies and advocating for both candidates and clients in a way that feels authentic and impactful.
What inspired your move from nursing to recruiting?
I loved being a nurse, but I always felt like I had more to give and wanted something different. Recruiting gave me that opportunity. I started on the candidate side, and because I was an RN, I could really connect with them and understand what they wanted out of a new job. Over time, I realized those skills translated to the client side too—helping organizations find the right talent.
What do you enjoy most about account management?
I love being the go-to person for clients. It’s about building trust and being seen as an extension of their team. That’s where I find the most satisfaction—I want them to feel like I’m part of their organization.
“When I pitch jobs to candidates, I’m not just listing responsibilities—I’m genuinely selling the client’s organization because I believe in it.”
Where do you find the most satisfaction in your role?
I find the most satisfaction when I find the perfect person for a difficult to fill role, and everyone’s happy. To me, it’s not just about filling a position; it’s about making sure every party involved is confident in the match and it’s the right fit!
What makes your approach unique?
I think it’s the level of care and transparency I bring to every interaction. I want both clients and candidates to feel informed and supported throughout the process. For me, it’s about being honest—about timelines, expectations, and what it takes to succeed in a role. That honesty builds trust, and trust is everything in this business.
What advice do you give candidates who are navigating today’s job market?
Be clear about your skills and what you want, but also be open to learning and adapting. The market is competitive, and employers value flexibility and proof of capability. Work with a recruiter who understands your industry and can advocate for you—that’s where we can make a real difference.
What has been your biggest challenge so far?
Definitely the 100 imaging tech roles I was handed recently! I’ve never had a client ask for that volume before. It was overwhelming at first, but I love a challenge. The best part is the support I’ve had—not just from my manager/direct team, but from marketing and senior partners across the company. Having that backing makes all the difference.
What do you enjoy most about working at Green Key and with your team?
I love the collaborative culture here. Green Key isn’t just focused on one vertical—we have multiple specialties, which makes us feel like a stronger, more well-oiled machine. I enjoy being able to connect with other teams and refer clients across divisions because it means we can fulfill a company’s needs on a broader scale.
I value the opportunity to work with my manager, Rob Kaatz. His perspective, insight, and steady support make a real difference, particularly in complex situations.
I’m also extremely grateful to work alongside Lynsey Ruiz, who has been an incredible partner over the past year. She brings a consistently positive energy and has a natural ability to build strong, authentic connections with both candidates and clients, which has elevated the way we work and the results we deliver.
Together, the trust and collaboration within our direct team creates an environment where we can do our best work and deliver meaningful results for our clients.
Alison’s passion for healthcare recruitment is just one example of the expertise across Green Key. Visit our website to explore available healthcare roles and connect with a team that’s invested in your growth!
Introducing the Talent Farm: Green Key’s New Recruiter Development Program
Green Key is excited to launch the Talent Farm Program, a 90‑day, cohort‑based training experience designed to grow the next generation of high‑performing recruiters. This initiative reflects our commitment to investing in people, strengthening our learning culture, and building a sustainable pipeline of talent for the future.
A Hands‑On Path Into Recruiting
The Talent Farm blends classroom learning, practical exercises, and real‑time exposure to our systems and workflows. Over the course of the program, participants develop core skills in:
- Staffing and recruiting fundamentals
- Sales and communication techniques
- CRM navigation and workflow mastery
- Professional standards and “The Green Key Way”
Through shadowing, roleplays, and guided practice, participants move quickly from foundational knowledge to confident, daily application.
From Training to Career Launch
After completing the program, graduates transition into full‑time roles as Level 1 Recruiters, supporting teams across the firm. Placements are aligned with business needs as well as each participant’s strengths and long‑term growth potential.
Why It Matters
The Talent Farm will help Green Key:
- Build a consistent, scalable pipeline of early‑career recruiters
- Reduce ramp‑up time for new team members
- Strengthen cultural alignment and shared best practices
- Support long‑term retention through structured development
- Enhance onboarding and learning for employees at all levels
This program is a foundational step toward expanding our broader learning ecosystem company‑wide.
Our First Cohort Begins
The inaugural Talent Farm cohort kicked off on February 2, 2026, with graduation planned for mid‑to‑late April. We’re excited to welcome our first group and support their growth as they start their careers in recruiting.
Interested in Joining Green Key?
If you’re motivated, curious, and excited about a career in recruiting, we’d love to connect.
Explore open roles and apply at: https://greenkeyllc.com/join-green-key/