AI & Machine Learning HR Challenges

HR Challenges Unique to Your Industry

  • !Recruiting and retaining ML engineers, data scientists, and AI researchers
  • !IP ownership agreements for AI models, training data, and proprietary algorithms
  • !AI ethics and responsible AI workforce policies for model development teams
  • !Complex equity compensation for research-heavy AI companies
  • !Multi-state compliance for distributed remote engineering and data teams
  • !Contractor classification for freelance data labelers and AI trainers
  • !Rapid HR infrastructure buildout during funding rounds and scaling phases
Catapult Solutions

How Catapult HR Helps

  • +Competitive compensation benchmarking for ML engineers and data scientists
  • +IP assignment agreements covering AI models, algorithms, and training data
  • +AI ethics and responsible AI workforce policy development
  • +Contractor classification for data labelers and external AI trainers
  • +Multi-state remote workforce compliance and payroll
  • +Rapid HR buildout for growth-stage AI companies post-funding
  • +Employment law guidance and HR compliance audits

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4.2x
More IP disputes in AI companies without formal model ownership employment agreements
$85K
Average cost to replace a senior ML engineer including recruiting and productivity loss
72%
Of AI companies report losing key researchers to larger tech firms within 2 years of hiring

HR Services for AI & Machine Learning Employers

Expert support across the HR functions that matter most to your industry

Compliance

Employee Handbook

AI company handbooks covering IP obligations, data handling, acceptable use, and ethics standards.

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HR Consulting

Growth-Stage HR Buildout

Rapid HR infrastructure for AI companies scaling after seed, Series A, or Series B funding.

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“We had three researchers leave and take model architectures they claimed were their own. Catapult helped us build IP agreements that protect the company going forward.”

CTO, AI Research Company — 65 employees, Research Triangle, NC

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HR Built for AI Companies — Protecting Your Models and Your People

Our practitioners understand IP ownership, AI ethics policies, and the engineering talent challenges unique to artificial intelligence and ML companies.

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