Use cases
Career and education
The career family is KP methodology, not borrowed semantics: all 14 career tools touch a cusp, a sub lord or a significator. That is why these products can be defensible as coaching aids, and why none of them may ever become a hiring or screening input.
HR, recruitment and career coaching
| Product | Tool chain | Constraint |
|---|---|---|
| Vocational-fit report | run_career_complete_reading, get_career_signature, get_occupation_matches, get_profession_description, get_d10_chart | Never a hiring or screening input |
| "Should I quit" console | get_job_vs_business_verdict, get_career_blockage_diagnosis, get_job_change_timing, get_termination_risk | Coaching only |
| Promotion and pay-review prep | get_promotion_verdict, get_earned_income_panel, find_interview_time | Individual coaching |
| Founder readiness check | get_business_viability, get_job_vs_business_verdict, find_business_launch_time | Not investment advice |
| Relocation and overseas assignment | get_relocation_chart, get_foreign_job_verdict, get_foreign_settlement, get_visa_documentation | Not immigration advice |
| Team-formation lens | get_chara_karakas, get_yoga_karaka, get_shadbala, get_arudha_lagna | Voluntary, never for selection or evaluation |
| Interview scheduling | get_election_catalog, find_interview_time, rank_candidate_dates | Candidate-driven only |
Why it is defensible
get_job_vs_business_verdict reports five sourced rules independently rather than blending them, so a coach can see which rule carries the call.
Education and EdTech
| Product | Tool chain | Constraint |
|---|---|---|
| Stream and track recommendation | get_education_signature, get_d24_chart, get_occupation_matches | Guidance aid, not a placement decision |
| Exam-window planner | get_education_signature, get_event_dasha, find_event_timing_v2, find_exam_time | Study effort is the determinant |
| Study-abroad counselling funnel | get_education_signature, get_foreign_settlement, get_visa_documentation, get_relocation_chart | Not immigration advice |
| Parent-facing child-strengths report | get_nakshatra_details, get_d27_chart, get_yoga_karaka, get_relatives_karaka_panel | Strengths only. get_balarishta_panel never appears in a parent-facing product |
| Cohort scheduling for an institute | get_panchang, get_choghadiya_today, get_hora_today, rank_candidate_dates | None |
One call to get_education_signature returns seven track scores, scholarship likelihood, study-abroad promise and ranked exam windows for 15 years.
Never a hiring input, in either direction
The vocational-fit report and the parent-facing strengths report share the same rule from opposite ends: chart output guides the person it is about, and never gates a decision someone else makes about them. See responsible use.
Where to next
- career-fit is the worked example for the vocational-fit, quit-console, promotion-prep and stream-recommendation rows.