
Blog Post
Artificial Intelligence
Published on Jul 15, 2025
by Laura Salazar
You’ve got the idea. Maybe even the funding. But in 2025, your ability to build AI products will depend on one thing: your team. And most AI startups will hit the same wall: they can’t hire fast enough, or safely enough.
Here are the five hiring and team challenges you'll face—and how to stay ahead of them.
Demand for developers with AI, ML, LLM, and data ops experience is outpacing supply.
Enterprise AI adoption across healthcare, finance, logistics
Global expansion of LLM startups
Universities can’t train talent fast enough
FAANG and unicorns hoard senior engineers with retention bonuses and equity refreshers
Even mid-level Python/ML developers command high salaries in top markets. And yet, early-stage startups need those exact skills—now.
In 2025, startups that build and ship faster will have the advantage.
Missed deadlines
Overworked core teams
Burnt-out tech leads doing product, planning, and hiring all at once
You don’t just need more developers—you need sustainable systems.
Startups often use contractors to stay lean. But it rarely scales.
Constant onboarding fatigue
Fractured codebases with no ownership
Slow bug resolution
Lost knowledge when someone leaves mid-project
This leads to what investors call “engineering volatility”—and it becomes a red flag in diligence rounds.
As AI products touch more sensitive domains (healthcare, fintech, govtech), regulators and buyers are tightening expectations.
Unprotected data pipelines (e.g., PHI, PII, user prompts)
Contractors working without NDAs
No clear IP assignment on proprietary code or models
Global legal exposure if hiring across borders without entity setup
If your engineering stack is cobbled together by freelancers, you may not legally own your core product.
Hiring a developer in Brazil or Mexico? Sounds simple.
Misclassification risk
Double taxation
Payroll processing delays
Legal questions about termination, equity, and benefits
Without an entity or legal support, this creates risk for both you and your investor cap table.
Partnering with nearshore teams in US time zones
Hiring engineers embedded in their tools and rituals
Delegating payroll, contracts, and delivery oversight to a trusted partner
Prioritizing long-term product ownership, not just code snippets
This keeps you fast, lean, and protected—without overextending your budget or team.
2025 will reward startups that can hire smart, ship fast, and retain control.
If you're building your team with a piecemeal approach—or delaying key hires because of cost—you risk falling behind. The solution isn’t just “more developers.” It’s building an engineering organization that’s built to scale.
Worried about how your team will scale in 2025? Necodex can help you build a nearshore engineering strategy that balances speed, cost, and quality. Let’s talk!
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