Fixpoint
https://fixpoint.coSource and manage experts for AI training jobs
Fixpoint helps AI training data companies hire the expert humans that create AI training data. We handle sourcing, vetting, and all HR for expert annotator teams, so our customers can focus just on creating training data. We build AI agents to automate sourcing and interviewing, and a recruiting + HR system to keep track of annotators, assign them to projects, manage payroll, and everything else needed to run a human data project. You can embed Fixpoint's APIs into an existing human data ops workflow or use our white-gloving staffing so you can just send us job requirements and get an expert team delivered to you.
Total Open and Closed Positions
Total open positions, and positions newly closed since the previous update
Department Headcount Over Time
Open positions per department · top 6 at any point in the window
Newly Opened and Closed Positions
Position Churn Rate
Positions closed within 14 days of opening · a high rate suggests posting instability — duplicates, pulled listings, or roles filled through internal or off-market channels
Time-to-Fill Distribution
Days from open to close · closed positions only
Salary Trend Over Time
Monthly median base salary · USD · annualized · p25/p75 dashed
Salary Range by Department
Employment Type
Technical vs. Non-technical
Open positions · by department
Top Roles by Department
Seniority Mix
Derived from job title keywords
Equity Range by Department
Top Skills
Top Tech Stacks
Skills Trend
Change in share of postings · recent 3 months vs. prior 3 months
Tech Stack Evolution
Positions opened per month · top 5 technologies