Company activity
Compare the volume and mix of newly observed, changed, and closed roles across a declared time window.
- Hiring velocity
- Role mix
- Location mix
Hiring intelligence
Research hiring direction from observable job changes
Job Hot turns public career-page observations into structured company, role, location, and skill signals. It is designed for careful research, not unsupported claims about headcount or strategy.
Source-linked
Evidence retained
Time-bounded
Observation windows stated
Structured
Companies, roles, skills, locations
Skill and team signals
Identify repeated skills and department patterns while keeping the underlying listings available for verification.
- Skill frequency
- Department clusters
- Role-family changes
Responsible interpretation
A job posting is evidence of a recruiting action, not proof of net headcount growth, budget, revenue, or strategy.
- State sample coverage
- Separate observation from inference
- Disclose missing sources
Data access
Public endpoints support lightweight research. Team exports, historical coverage, and higher-volume access require separate validation.
- Public JSON endpoint
- Source attribution
- Contact for research needs