Smart search·pyq

PYQ Explorer — semantic search across every paper that matters

Ask in natural language. Find every past question that has touched your topic across UPSC, BPSC, CDS, CAT, AILET, CSIR NET, and more — with topic clustering so you see the shape of the syllabus, not just a long list.

Try it nowSee plans
UPSC + State PCS
7 exam corpora
Vector search
India-first
cooperative federalism + GST council7 exams
  • UPSC GS-3 · 2022
    Examine the role of GST Council in cooperative federalism.
    match0.92
  • UPSC GS-2 · 2018
    Discuss centre-state financial relations post-FRBM.
    match0.87
  • BPSC · 2021
    Evaluate fiscal federalism reforms under the 14th Finance Commission.
    match0.81
Topic clusters: Federalism · GST · Finance CommissionMore
Live preview
7+
exam corpora indexed
1024
dim semantic match
<1s
p95 search latency

Why teams pick it

Three things you get on day one

  1. Semantic, not keyword

    Vector similarity across 1024-dim embeddings catches paraphrase, synonym, and conceptual overlap — keyword search misses all three.

    Benefit 1 of 3

  2. Multi-exam corpus

    UPSC IAS, BPSC, CDS, CAPF, AILET, CAT, CSIR NET, and growing — search once, see overlapping coverage across exams.

    Benefit 2 of 3

  3. Topic clustering

    Results are grouped by topic so you can see the syllabus shape — five questions on judicial review, twelve on inflation targeting.

    Benefit 3 of 3

How it works

From input to output, in three

  1. Step 1input

    Type a query

    Plain English. "Latest tribunals reform" works as well as "Tribunals Reforms Act 2021 and TRAT abolition".

  2. Step 2process

    Filter by exam

    Toggle exam corpora — UPSC only, all exams, your shortlist — and see top-K matches across the selection.

  3. Step 3output

    Drill into clusters

    Click a topic cluster to see every question grouped under it, with paper, year, and difficulty. Save matches to your prep board.

Built for

Three readers we kept in mind

Topic-driven prepper
use case

Wants to see every angle UPSC has asked on cooperative federalism — across 12 years of papers.

Multi-exam strategist
use case

Cross-prepping for UPSC + BPSC — needs one search that surfaces overlap across both syllabi.

Answer-collector
use case

Saves matched questions into a prep board; emails them to themselves on weekends to draft.

Under the hood

Capabilities that actually ship

  • Titan v2 embeddings (1024-dim) for stem + topic queries
  • Cosine similarity ranking with metadata filters (exam, year, paper)
  • Topic clustering on the result set, not on the corpus — adapts per query
  • Exam coverage: UPSC IAS, BPSC, CDS, CAPF, AILET, CAT, CSIR NET
  • 3 credits per deep search (or unlimited on active plan)
  • Saved searches with email digest on new matches as the corpus grows

Related

The rest of the toolkit

FAQ

Questions worth answering

Ready when you are

Start with the free tier.No card needed.

Aspirant is free for 7 days, auto-granted on first Google sign-in. Upgrade only when you want human evaluator review or unlimited usage.

Get started — it’s freeSee pricing

Sign in with Google · we never see your card · cancel from settings.

  • On the free tier
  • 2 free AI evaluations
    Full rubric scoring on the Aspirant tier
  • All five tools
    Reader · Flashcards · PYQ · AI Tools · Eval
  • No card needed
    Auto-granted on first Google sign-in
  • 7-day window
    Upgrade only when you actually need more