How StudyRoadmap™ Notes Are Written & Verified

Editorial ownership

Editorial decisions on StudyRoadmap™ are owned by Pushkar Saini, founder and editor. Pushkar sets the syllabus-coverage policy, signs off the editorial gate criteria, and is the contact for corrections (pushkersaini@gmail.com).

The four-stage pipeline

Every published note moves through four stages before it can be indexed:

1. Research. Topic scope is derived from the official exam-board syllabus. The research stage produces a concept tree: definitions, formulas, marking weight, and common question patterns. AI tools assist with the initial concept extraction; the output is treated as raw research material, never as the published note.
2. Draft. A full three-tier draft (🟢 Quick / 🟡 Standard / 🔴 Deep) is produced from the research material. The draft is then checked for tier-balance, topic alignment, and accurate use of formulas and named conventions.
3. Fact-verify. Numeric claims, marking percentages, regulatory references, and named entities are checked against the relevant official source (exam-conducting board, NCERT / NTA / JAMB / WAEC official syllabus PDFs, regulatory websites). Drafts that fail this stage are rejected back to draft.
4. Curate. A final editorial gate enforces three additional criteria: originality (no scaled / templated boilerplate), substance (minimum substantive content threshold), and reviewer sign-off. A note that fails curate is not indexed.

How AI is used

StudyRoadmap™ uses large-language-model tools to accelerate research extraction and draft generation. AI is not the publisher of any note — every note on the indexed site has passed the manual fact-verify and curate stages described above. Notes that do not pass the editorial gate are kept out of the search index until they are revisited.

We do not publish content that has not been through the gate. Pages that are flagged as failing the substance threshold are marked noindex automatically and are not surfaced in navigation or the sitemap.

Updates & corrections

Every published note carries a visible last-updated date and an editor byline linking to the author profile. Notes are re-reviewed when:

• The exam-conducting board publishes a syllabus revision or pattern change.
• A reader flags a factual error via feedback form or email.
• An internal audit (rolling, ~every 90 days) re-tests the page against the curate gate.

Sourcing policy

Where a note makes a specific factual claim (a marking weight, an eligibility cut-off, a pattern change, a regulatory reference), the source is the official exam-conducting body for that exam. The current list of cited boards includes NTA, CBSE, NBE, JEE Apex Board, UPSC, IBPS, SSC, ICSI, ICAI, ICMAI (India); PMC, HEC, UHS, PPSC (Pakistan); JAMB, WAEC, NECO, NABTEB, NUC (Nigeria); UGC, NUEPA, and the relevant national education ministries.

We do not cite community forums, Quora, Reddit, AI chat exports, or scraped third-party blogs as authoritative sources.

Independence

StudyRoadmap™ is not affiliated with, endorsed by, or sponsored by any exam-conducting body, university, coaching centre, or publisher. Every exam-board name and trademark on the site is the property of the respective owner; we use them descriptively under nominative fair use.

The site is fully free; there is no paid tier, no signup, and no upsell. Advertising (when enabled) is served by third-party networks (e.g. Google AdSense); see our privacy policy and terms of service for full disclosure.

Report a correction

The fastest way to flag a factual error: open the page where you found it, copy the URL, and email pushkersaini@gmail.com with one sentence describing the error. Corrections are typically actioned within 48 hours and the updated note carries the new last-updated date.