Team fit companion

Project manager companion for team fit

A working demo for placing candidates or internal transfers into functioning teams by matching job-relevant behavior evidence to team loops. PMs get support plans, HR gets a bounded review packet, and AVRAI stays advisory.

PM companion

first-cycle support

HR guardrail

human decision receipt

Actualizer boundary

not empirical ready

PM and HR readback

Candidate A for Operations systems lead

3 bounded behavior signals

Clarifies ambiguous requests before committing

Documents handoffs and closes open loops

Escalates blockers early without over-escalating

Fit readback blocked

AVRAI cannot compare a person against teams until a valid consent scope exists. No PM packet, HR packet, ranking, profile mutation, onboarding plan, or placement action is available while this gate is off.

Signals excluded

These categories are displayed as excluded from matching and HR review. They are not fit inputs.

agegenderrace or ethnicitydisabilityfamily statusmedical historynon-job personal content