The intelligence layer behind the system

A domain-aware foundation that keeps hiring consistent across roles and stages.

Why one-size-fits-all hiring fails

Generic pipelines treat every role the same. But hiring is context-dependent.

Roles change

A junior developer needs different evaluation than a senior product manager. Role expectations vary widely.

Skills evolve

Technology moves fast. New tools emerge. Skills that mattered last year may be outdated today.

Signals differ by domain

What indicates competence in engineering is different from sales or design. Context matters.

A domain-aware foundation

Our intelligence layer understands how work is structured, not just the keywords used to describe it.

  • 1

    Domains → Subdomains → Skills → Tools

    Hierarchical understanding of how expertise is organized.

  • 2

    Behavioral competencies and expectations

    What good looks like at each level, beyond technical skills.

  • 3

    Relationships between skills

    Dependencies and overlaps that inform smarter evaluation.

Domain

Software Engineering

Subdomain

Frontend Development

React, TypeScript, CSS
Problem Solving, Communication

Recommendations

Inferred from your role description. Review and approve the baseline.

DomainInformation Technology
SubdomainSystem Administration

Personality Traits

OwnershipAttention to detailCalm under pressureCommunicationReliabilityProblem solving
SkillOperating Systems

Subskills

Mac OSWindows System AdministrationLinux System Administration
SkillVirtualization

Depends on: Operating Systems

Role-aware recommendations, human-controlled

The system infers domains, skills, tools, and personality traits from your role description. You decide what stays, what goes, and what's missing.

  • 🎯Role-aware recommendations: domains, skills, tools, and role-fit traits
  • 👤Human-in-control: accept, reject, or add anything before finalizing
  • Stays current: recommendations evolve as tools and expectations change
  • 🔗One baseline, many stages: drives assessments, interviews, and scoring

One intelligence layer, every stage

The same domain understanding powers every step of the hiring process.

📝

Job Creation

📋

Assessment Selection

💬

HR Interview Guidance

🎯

Domain Interviews

Decisions

See the intelligence layer in action

Discover how domain-aware hiring leads to better, more consistent outcomes.