Managed Expert Workforces for AI Training and Evaluation

SteroGroup provides specialized teams of technology professionals for model evaluation, agent testing, technical response review, red teaming, human feedback and quality assurance. Available for direct projects, subcontractor delivery and overflow capacity.

Who we support

SteroGroup can operate as a direct provider or as a subcontractor for established AI-data companies.

AI labs and model developers
AI data companies needing specialized U.S. technical capacity
Prime contractors needing subcontractor delivery
Enterprise AI teams needing expert review and testing

Model Evaluation

Model response evaluation
AI agent evaluation
Tool-use testing
Multi-step task evaluation
Benchmark evaluation
Rubric-based scoring
Failure identification

Human Feedback & Quality Review

Expert human feedback
Annotation and labeling
Preference data
Quality assurance
Secondary expert review
Red teaming and adversarial testing

Managed Expert Workforces

Expert recruiting, screening and assessment
Onboarding and workforce management
Performance monitoring and quality control
Scalable project staffing

Expertise domains

Cybersecurity: security operations, incident response, offensive security, cloud security, GRC
IT infrastructure and networking: systems administration, Windows, Linux, virtualization, identity
Cloud and DevOps: AWS, Azure, GCP, CI/CD, Kubernetes, infrastructure as code
Software engineering: backend, frontend, mobile, APIs, data engineering
QA and testing: test design, automation, agent evaluation
Technical support and business automation: service desk, technical writing, workflow automation

How we deliver

Recruit, vet, assess, onboard, train, manage, quality control and deliver. Clients define the project requirements. SteroGroup builds and manages the expert workforce needed to execute the work.

Engagement models

AI-data companies and vendor partnerships: partnerships@sterogroup.com.

Hourly expert capacity with agreed weekly throughput
Per-approved-task pricing against your acceptance criteria
Fixed-price pilots with a defined scope and timeline
Start with 3-5 experts and scale to 10-15 after successful validation

Frequently asked questions

What kind of AI work does SteroGroup support?

Model evaluation, agent testing, technical response review, red teaming, human feedback and quality assurance, delivered by managed teams of technology professionals.

How are experts vetted?

Professional experience screening, domain-specific assessments, technical screening, identity verification, credential verification when required, project-specific qualification tests, ongoing performance scoring, quality monitoring and secondary review workflows.

Can SteroGroup scale a workforce quickly?

Engagements typically start with 3-5 experts on a paid pilot and scale to 10-15 after successful validation, with recruiting, onboarding, workforce management and quality assurance handled through one partner.