Use cases

Example AI employee roles

Start with one bounded helper and one real task. Expand only after the workflow proves useful.

Personal Admin Assistant

Good tasks: organize notes, prep a weekly plan, draft follow-up lists. Approval gate: never send messages or make commitments without review.

Teacher Planning Helper

Good tasks: brainstorm lesson structures, create checklists, adapt activities. Approval gate: teacher reviews accuracy and student fit.

Small Business Content Helper

Good tasks: outline posts, repurpose notes, draft newsletters. Approval gate: check claims, tone, and brand fit before posting.

Research Assistant

Good tasks: summarize source notes, compare options, list gaps. Approval gate: verify facts and sources before relying on output.

Job Search Prep Assistant

Good tasks: tailor resume bullets, practice interview questions, organize applications. Approval gate: review truthfulness and privacy.

Creative Project Organizer

Good tasks: structure ideas, define next steps, make a simple production checklist. Approval gate: human keeps creative direction.