Resources — and what's coming

Everything here is built from public-domain primary sources. No coaching notes, no paraphrased summaries. Waitlist members get early access to the Polity CKG when it opens.

Free resources

Built and published. No waitlist required.

Canon audit · Free
11-book UPSC Canon Review

Full rubric scores (9 dimensions, 1–5, evidence-backed) for all 11 key GS books — the books aspirants actually use. Two full reviews published; the rest in summary. The same yardstick we grade our own work on.

Methodology · Free
The 9-Dimension Rubric

The full rubric we use for both the competitor reviews and our own books — published openly so you can evaluate any UPSC resource yourself. Includes the calibration note on D1 (declared-scope scoring, not full-paper scoring).

Polity graph · Waitlist
FR Cluster — Fundamental Rights (41 nodes)

The first CKG cluster: 41 Fundamental Rights nodes, typed prerequisites, source anchors (Constitution articles + landmark judgments), PYQ yield. Shows the graph's #1 recommendation vs a flat yield list — and why they differ.

Polity · Waitlist
Full Polity CKG

~15 clusters covering all of Laxmikanth's terrain — but as a traversable graph with typed edges, source anchors, and a depth ladder from L1 (90-second summary) to L5 (model Mains answer with annotated reasoning). In progress.

Economy · Coming
Economic Survey Explainer Series

Each chapter of the Economic Survey, re-projected at three registers — Prelims snapshot (L2), Mains analysis (L4), model answer (L5). Source-anchored to the actual Survey paragraphs. No paraphrase.

Coming in Phase 2
Ethics · Coming
GS-IV Case Study Bank

60 graded case studies with model answers (annotated reasoning) and a self-scoring rubric — built from 2nd ARC, Nolan Principles, and the GS-IV PYQ corpus. The standalone practice bank the market has been buying test-series to get.

Coming in Phase 2

Join the waitlist.

First to open: the FR Cluster (Fundamental Rights, 41 nodes) — the proof-of-concept that makes the graph's value visible. Free access for waitlist members. One email when it opens.

You're on the list. We'll email you when the FR Cluster opens.
What this waitlist is for: It's a demand signal — we use it to sequence which clusters to build first (more waitlist entries for Ethics vs Polity tells us something real). If you'd like to influence what comes first, or have a specific GS area in mind, reply to the confirmation email.

What The Aspirant’s Path is — and is not.

What it is

  • Primary-source depth, at scale
    Constitution → Economic Survey → reports → judgments, all the way to Mains-answer ready
  • Graph traversal, not topic lists
    The CKG answers "what do I study next" better than a flat yield list — because prerequisites matter
  • Honest book reviews
    Same rubric for the canon and for us. We're not competing with these books on their own content — we're building the synthesis layer they don't have.
  • Static GS syllabus only
    A bounded, primary-source-verifiable substrate. We do a finite thing well rather than a sprawling thing badly.

What it's not

  • A current-affairs service
    That requires a perpetual newsroom. We leave it to the services that do it — and that's most of the coaching market.
  • A coaching-notes replacement
    The canon books are your fact compendium. We build the synthesis and traversal layer on top — not another fact compendium.
  • A guaranteed-rank promise
    UPSC is a lottery near the cut-off. We can materially improve the quality of your preparation. We don't make selection claims.