Use cases
Research and data
Seven verticals, one page, because each is a smaller slice than matrimonial or wellness but shares a posture: entertainment framing for consumer surfaces, research framing for anything that touches insurance, sport or historical claims, and never advice for money, law or business. Jump to a section, or read straight through.
Fintech, insurance and lending
| Product | Tool chain | Constraint |
|---|---|---|
| Personal financial-planning nudges | analyze_natal_promise, get_financial_analysis, get_smart_current_dasha, get_annual_forecast | Not financial advice. No returns, no instruments |
| Engagement layer for a wealth app | get_sahams, get_varshaphala_chart, run_year_outlook_complete | Entertainment, separated from any advice surface |
| Insurance underwriting research | get_vitality_index, get_chronic_disease_panel, get_longevity_balarishta, get_accident_window | Research only. Must not affect pricing or eligibility. Ship as a study, not a feature |
| Hardship-outreach timing | get_smart_current_dasha, get_chidra_dasha, get_tara_bala | Timing only, never terms or eligibility |
| Speculative-behaviour self-awareness | get_speculative_intraday, get_financial_analysis | Never a buy or sell signal. Ship with trading actions disabled |
Real estate and property
| Product | Tool chain | Constraint |
|---|---|---|
| Buy, rent or wait card on a listing | analyze_natal_promise, get_property_decision, get_d4_chart, get_event_dasha | Not financial or legal advice |
| Registration and possession date picker | find_property_muhurta (purchase), rank_candidate_dates | Surface each mode's provenance |
| Housewarming scheduling for a builder | find_property_muhurta (griha pravesha), get_panchang, get_choghadiya_today | None |
| Groundbreaking and construction start | find_property_muhurta (foundation), get_weather_windows, get_seasonal_outlook | Weather is a lens, never a safety input |
find_property_muhurta is three genuinely different elections behind one tool, because purchase, first entry and laying a foundation use different house groups.
Sports and gaming
| Product | Tool chain | Constraint |
|---|---|---|
| Fantasy-league flavour layer | get_sport_outcome, get_ruling_planets, get_moon_transit | Never a betting signal. Do not ship in a real-money product |
| Athlete peak calendar | get_vitality_index, get_smart_current_dasha, get_accident_window, get_health_transit_alerts | B2B, voluntary. Never a selection or fitness-clearance input |
| Amateur league fixture picker | rank_candidate_dates, get_choghadiya_today, get_tara_bala | Entertainment framing |
Legal services
| Product | Tool chain | Constraint |
|---|---|---|
| Matter-intake triage | analyze_natal_promise, get_legal_analysis, get_litigation_timeline | Not legal advice. Internal lens, never shown to a client as an outcome |
| Filing-date selection | find_election_window, get_muhurta_advanced, rank_candidate_dates | Procedural deadlines always win. Never delay a limitation date |
| Detention and bail window tracking | get_legal_analysis, get_litigation_timeline, get_event_dasha | Advocate-facing only |
| Matter trend tracking, no client data | get_horary_serial, get_rp_consensus | Not advice, not evidence |
Media, entertainment and content
| Product | Tool chain | Constraint |
|---|---|---|
| Daily editorial for 27 segments | get_nakshatra_details, run_today_complete, get_tara_bala, get_moon_transit | Entertainment framing |
| Celebrity chart explainers | get_full_chart, analyze_natal_promise, get_career_signature, get_multi_system_verdict | Public figures only, no health or private claims |
| "This week in the sky" newsletter | get_ephemeris, get_transit_crossings (paged), get_sublord_changes, get_eclipse_impact | None |
| Film and content release desk | find_election_window, get_mundane_ingress, rank_candidate_dates | None |
| Interactive "ask the sky" web toy | get_horary_chart_v2, get_horary_advanced, get_lost_or_missing | Entertainment framing |
Showing four schools disagreeing (get_multi_system_verdict) is a more interesting and more honest format than one confident verdict, and nobody else can produce it.
Research and data science
| Product | Tool chain | Constraint |
|---|---|---|
| Reproducibility study on horary practice | get_horary_serial, get_rp_consensus, get_horary_advanced | Publish the disagreement honestly |
| Cross-school divergence dataset | analyze_natal_promise, get_kcil_verdict, get_four_step_verdict, get_bosmia_significators, get_multi_system_verdict, get_event_probability | Consented or synthetic charts only |
| Birth-time sensitivity analysis | get_twin_differentiation, get_twin_divergence_score, get_boundary_warnings, get_subsub_boundary, get_csl_advanced | None |
| Historical mundane backtesting | get_mundane_analysis, get_mundane_ingress, get_ephemeris, get_eclipse_impact | Historical lens only. Never a confirmed prediction of disasters or epidemics |
Consumer apps
| Product | Tool chain | Constraint |
|---|---|---|
| A daily horoscope that is actually per-person | run_today_complete, get_smart_current_dasha, get_transit_analysis | Entertainment framing |
| Birthday and solar-return experience | get_varshaphala_chart, get_tithi_pravesha, run_year_outlook_complete, get_sahams | Entertainment framing |
| Life-stage milestone app | get_saturn_return, get_jupiter_return, get_ashtama_sani, get_sade_sati_phases, get_sade_sati_intensity | Avoid fatalistic copy. The intensity view is the antidote |
| Reflective journaling companion | get_past_life_karmic_panel, get_chara_karakas, get_bhrigu_bindu, get_moon_transit | Reflection, never therapy |
| "Where should I live" comparison | get_relocation_chart, get_bhadhakasthana, get_foreign_settlement | Reflection framing |
| Family panel from one chart | get_relatives_karaka_panel, get_d12_chart, get_d3_chart, get_d7_chart | No health or lifespan claims about a relative who has not consented |
| Onboarding rescue when the birth time is unknown | find_birth_time, get_twin_divergence_score, rectify_birth_time, check_rule_of_origin, get_boundary_warnings | Always show the confidence. Never present a rectified time as certain |
The onboarding-rescue row is the biggest funnel leak in every astrology product, and the platform has four independent tools for it.
The rule this whole page shares
Insurance underwriting research, historical mundane backtesting and sports betting are the three highest-risk rows here. Each carries an explicit prohibition (never affect pricing, never a confirmed disaster prediction, never a betting signal) rather than a soft suggestion. Read them literally.
Where to next
- Responsible use for the compliance page these constraints roll up into.
- Examples for nine working apps against this catalog.