Postgres full-text search over counselling reports, ranked by relevance. Filter by school, grade, or report kind.
Arjun Rao:** Honestly, more pressure now. Dad keeps saying CA and Commerce is the safe path. Mom is more
Arjun Rao:** Honestly, more pressure now. Dad keeps saying CA and Commerce is the safe path. Mom is more
Arjun Rao (Grade 10). Discussion focused on architecture as a pathway and the family's view on managing
Arjun Rao was engaged today. We explored their interest in architecture, discussing pathway options at the intersection of curiosity
Arjun Rao was engaged today. We explored their interest in civil services, discussing pathway options at the intersection
Every reports.text and counsellor_note is indexed by Postgres tsvector (english config). One GIN index, refreshed on insert.
Search box runs plainto_tsquery + ts_rank_cd. Filter chips (school, grade, RIASEC, kind) compose into the same SQL — no client-side filtering.
ts_headline wraps matches in <mark> tags so counsellors see the evidence in context.
Top 30 sorted by rank × recency. The aim is < 200 ms server-side on the full corpus, no Elasticsearch needed.