| What it reads | Answers on the application form | Work the candidate produces | Answers the candidate gives | Resumes and applications | Resumes and applications, against a locked Standard |
| What it returns | Pass or fail against explicit gates | A measured result on a defined skill | A recorded or transcribed response | An ordered list, usually with a match number | An evidence state per criterion, plus Merit, Trust and an Action |
| Candidate has to take part | Answers questions when applying | Completes an assessment | Records or chats before the interview | Nothing beyond applying | Nothing, unless a Follow-Up is sent |
| Can the result change later? | It may change when an application or gate answer changes | It may be updated or retaken, depending on the product | It may update as the candidate answers or a recruiter edits | It may update when criteria, the application or the pool changes | Yes. Evidence returned about an open criterion can move the recommendation, and the reason it moved is kept |
| Best when | Volume is high and the rule is binary | The capability can be shown directly | The first conversation is the bottleneck | Someone has to decide what to read first | The decision has to be inspected or defended |
| Relationship to your ATS | This is your ATS | Runs alongside it | Runs alongside it, or replaces the front end | Runs alongside it | Runs alongside it |